Degradation Kinetics of Clavulanic Acid in Fermentation Broths at Low Temperatures
Open accessAbstract
Clavulanic acid (CA) is a β-lactam antibiotic inhibitor of β-lactamase enzymes, which confers resistance to bacteria against several antibiotics. CA is produced in submerged cultures by the filamentous Gram-positive bacterium Streptomyces clavuligerus; yield and downstream process are compromised by a degradation phenomenon, which is not yet completely elucidated. In this contribution, a study of degradation kinetics of CA at low temperatures (−80, −20, 4, and 25 °C) and pH 6.8 in chemically-defined fermentation broths is presented. Samples of CA in the fermentation broths showed a fast decline of concentration during the first 5 h followed by a slower, but stable, reaction rate in the subsequent hours. A reversible-irreversible kinetic model was applied to explain the degradation rate of CA, its dependence on temperature and concentration. Kinetic parameters for the equilibrium and irreversible reactions were calculated and the proposed kinetic model was validated with experimental data of CA degradation ranging 16.3 mg/L to 127.0 mg/L. Degradation of the chromophore CA-imidazole, which is commonly used for quantifications by High Performance Liquid Chromatography, was also studied at 4 °C and 25 °C, showing a rapid rate of degradation according to irreversible first-order kinetics. A hydrolysis reaction mechanism is proposed as the cause of CA-imidazole loss in aqueous solutions.
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Written from the paper’s full text.
TL;DR
Clavulanic acid (CA) in chemically defined fermentation broths at pH 6.8 degraded rapidly in the first 5–6 h and then more slowly, with degradation strongly temperature-dependent and also affected by initial CA concentration. A consecutive equilibrium–irreversible first-order kinetic model fit the data with <5% deviation, and the derivatized CA–imidazole chromophore degraded faster than CA by first-order kinetics.
Key findings
- CA loss was 8–12% during the first 5–6 h; at 25 °C the accumulated loss reached 35% at 42 h at the highest initial CAo, while at −80 °C less than 4% was lost in 42 h. Degradation at −20 °C was unexpectedly high.
- Statistical analysis at 95% confidence (r² = 0.996) indicated that both temperature and CAo affect CA degradation, with temperature much more significant than CAo and the combined interaction.
- The proposed equilibrium–irreversible first-order model gave k₂ values lower than Keq and Keq values lower than 1; for the irreversible step, Ea = 16.512 kJ/mol, A = 26.97 h⁻¹ (r² = 0.961), and ΔG° = 3.155 kJ/mol at 25 °C. Model predictions deviated from measured concentrations by less than 5% in all cases.
- The CA–imidazole chromophore (CAI) degraded by first-order kinetics with rate constants 0.020 h⁻¹ at 4 °C (r² = 0.989) and 0.039 h⁻¹ at 25 °C (r² = 0.994); Ea = 21.85 kJ/mol, A = 262.43 h⁻¹ (r² = 0.997). Half-lives were 34.5 h at 4 °C and 17.8 h at 25 °C; at 25 °C, 56% was lost in the first 24 h and up to 82% at 45 h, while at 4 °C 40% decayed in 24 h and up to 60% in 46 h.
Methods
- Batch fermentations of *Streptomyces clavuligerus* DSM 41826 were carried out in a 15 L stirred tank bioreactor (5 L filling volume) with chemically defined medium at pH 6.8, 28 °C, and 0.6 VVM. Supernatant samples taken at 36 h were adjusted to pH 6.8 and stored at −80, −20, 4, and 25 °C for 43 h. A factorial design varied concentration (supernatant, 1:2, 1:5) and temperature (four levels), with 12 runs by duplicate plus an additional high-CA sample (127 mg/L); samples were withdrawn at 3.1, 5.4, 18.3, 31.0, and 42.1 h, derivatized with 20% imidazole for 30 min at 30 °C and 800 rpm, and analyzed by HPLC-DAD.
- CAI stability used a 2-squared factorial design with duplicates; CA samples at 127.0 mg/L (0.636 mM) and 61.7 mg/L (0.310 mM) were derivatized and stored at 4 and 25 °C, with aliquots withdrawn at five times over 46 h and analyzed by HPLC.
- Statistical analysis was performed in Statgraphics Centurion XVII at 95% confidence. Kinetic parameters were calculated by linear regression with least squares, checked by r² and residual analysis; Keq was estimated using the Levenberg-Marquardt method for least squares minimization, and Arrhenius parameters were obtained by linear regression.
Limitations
- Stated: experimental limitations regarding analysis of CA decomposition products meant only the time course of CA concentration could be properly followed.
- Stated: the proposed model simplified decomposition to only one intermediate product and one decomposition product following equilibrium and irreversible first-order kinetics, so deviations between experimental and simulated data were expected.
- Evident from the text: experiments used a single *S. clavuligerus* strain (DSM 41826), one chemically defined medium, and pH 6.8 only; CAI stability was tested only at 4 and 25 °C and two initial concentrations, so broader generalizability is not established.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
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Cites
Statistics
Claims the paper makes
12 of 50 cited sources checked · 6 supported · 0 flagged · accuracy not yet measured
- Premisecitation
CA chemical instability largely depends on pH owing to a carbonyl group linked to the β-lactam ring that is susceptible to acid- or base-catalyzed water attacks.
“CA chemical instability largely depends on the pH-value owing to the presence of a carbonyl group linked to the β-lactam ring, which is susceptible to acid or basic catalyzed water attacks [17].”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [17] Carvalho, 2009, Stability of clavulanic acid under variable pH, ionic strength and temperature conditions. A new kinetic approach, Biochem. Eng. J. source
- Premisecitation
Addition of inorganic salts (NaCl, Na2SO4, CaCl2, and MgSO4) increased CA instability.
“The optimal conditions for achieving a low degradation rate were pH 6.0–7.2 and 20 °C; in contrast, addition of inorganic salts (NaCl, Na2SO4, CaCl2, and MgSO4) increased instability of CA, possibly due to the higher rate of collisions between molecules within the solution [17].”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [17] Carvalho, 2009, Stability of clavulanic acid under variable pH, ionic strength and temperature conditions. A new kinetic approach, Biochem. Eng. J. source
- Interpretationcitation
The kinetic approach is consequent with a feasible chemical mechanism of reaction for CA in aqueous solutions characterized by several equilibrium steps.
“This kinetic approach is consequent with a feasible chemical mechanism of reaction for CA in aqueous solutions, characterized by several equilibrium steps (Figure 4) [28,29].”
Quote in the paperSubstantial claim1 of 2 sources checked- cites [28] Haginaka, 1985, Degradation of clavulanic acid in aqueous alkaline solution: isolation and structural investigation of degradation products, Chem. Pharm. Bull. source
The Degradation Mechanism section (p. 6) proposes a multistep mechanism for clavulanate degradation, supporting the claim that a feasible chemical mechanism exists. It does not characterize those steps as equilibria or establish that the proposed mechanism follows from the citing paper’s kinetic approach; the study concerns weakly alkaline aqueous solution, not aqueous solutions generally. (LLM, conf=0.86)
Experimental — accuracy not yet measured - cites [29] Finn, 1984, Studies on the hydrolysis of clavulanic, J. Chem. Soc. Perkin Trans. source
- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
- Interpretationcitation
The observed time courses of CA degradation are typical of consecutive equilibrium-irreversible reactions in which the irreversible reaction rate is considerably low compared to the equilibrium reaction (k2 < k1 < k−1).
“The observed time courses of CA degradation are typical of consecutive equilibrium-irreversible reactions in which the reaction rate of the irreversible reaction is considerably low in comparison to the equilibrium reaction (i.e., k2 < k1 < k−1) [17].”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [17] Carvalho, 2009, Stability of clavulanic acid under variable pH, ionic strength and temperature conditions. A new kinetic approach, Biochem. Eng. J. source
Section 3.3 (page unavailable) models the observed CA degradation as a preliminary equilibrium followed by irreversible degradation, supporting the reaction sequence. It reports an equilibrium constant K and an irreversible-degradation constant k_d, but does not establish the claimed ordering k2 < k1 < k−1 or quantify the irreversible rate relative to the forward and reverse equilibrium rates. (LLM, conf=0.88)
Experimental — accuracy not yet measured
- The authors state this as an assumption: For the consecutive equilibrium-irreversible reactions, k2 < k1 < k−1.
- Findingcitation
The calculated Ea for the irreversible process of CA degradation is close to previous reports for CA in fermentation broths.
“The activation energy (Ea) calculated for the irreversible process of degradation was 16.512 kJ/mol which is close to previous reports for CA in fermentation broths [10,17].”
Quote in the paperNot a substantial claim1 of 2 sources checked
- Findingown data
Kinetic parameters for the equilibrium and irreversible reactions of CA degradation were calculated.
“Kinetic parameters for the equilibrium and irreversible reactions were calculated and the proposed kinetic model was validated with experimental data of CA degradation ranging 16.3 mg/L to 127.0 mg/L.”
Quote in the paperSubstantial claim - Findingown data
The proposed kinetic model was validated with experimental CA degradation data ranging from 16.3 mg/L to 127.0 mg/L.
“Kinetic parameters for the equilibrium and irreversible reactions were calculated and the proposed kinetic model was validated with experimental data of CA degradation ranging 16.3 mg/L to 127.0 mg/L.”
Quote in the paperSubstantial claim- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
- Findingnone given
The trends of CA decomposition in fermentation broth seem to deviate from first and pseudo-first-order kinetics previously reported for CA solutions prepared with standard reactant or commercial formulations.
“The trends of CA decomposition in fermentation broth seem to deviate from first and pseudo-first-order kinetics previously reported for CA solutions prepared with standard reactant or commercial formulations [10,19,23,25,26,27].”
Quote in the paperSubstantial claim0 of 6 sources checked- cites [10] Bersanetti, 2005, Kinetic studies on clavulanic acid degradation, Biochem. Eng. J. source
- cites [19] Brethauer, 2008, Clavulanic acid decomposition is catalyzed by the compound itself and by its decomposition products, J. Pharm. Sci. source
- cites [23] Vahdat, 2007, Kinetics of amoxicillin and clavulanate degradation alone and in combination in aqueous solution under frozen conditions, Int. J. Pharm. source
- cites [25] Vahdat, 2009, The influence of potassium clavulanate on the rate of amoxicillin sodium degradation in phosphate and acetate buffers in the liquid state, Drug Dev. Ind. Pharm. source
- cites [26] Jerzsele, 2009, The stability of amoxicillin trihydrate and potassium clavulanate combination in aqueous solutions, Acta Vet. Hung. source
- cites [27] Nur, 2015, Stability of co-amoxiclav reconstituted injectable solution, Eur. J. Pharm. Med. Res.
- Findingown data
Product loss was between 8% and 12% during the first 5-6 h of CA degradation.
“Product loss was between 8% and 12% during this time.”
Quote in the paperNot a substantial claim - Findingreasoning
A high degradation rate of CA was observed at −20 °C.
“The high degradation rate at −20 °C was not initially expected; however, similar behavior was observed for other beta lactam antibiotics in aqueous solutions and CA in its pharmaceutical form [21,22,23].”
Quote in the paperSubstantial claim - Findingown data
At 25 °C, the accumulated loss of CA reached 35% at 42 h at the highest initial CAo.
“As expected, the degradation of CA was considerably accelerated when temperature increased; thus, at the highest temperature of exposition (25 °C), the accumulated loss of product reached 35% at 42 h at the highest initial CAo.”
Quote in the paperSubstantial claim - Findingown data
Degradation of the chromophore CA-imidazole at 4 °C and 25 °C showed a rapid rate according to irreversible first-order kinetics.
“Degradation of the chromophore CA-imidazole, which is commonly used for quantifications by High Performance Liquid Chromatography, was also studied at 4 °C and 25 °C, showing a rapid rate of degradation according to irreversible first-order kinetics.”
Quote in the paperNot a substantial claim - Findingown data
The temperature effect is much more significant than CAo and the combined interaction effect, influencing the final CA concentration negatively in the period between 0 and 42 h.
“The results of the analysis of variance show that the temperature effect is much more significant than CAo and the combined interaction effect, influencing the final CA concentration negatively in the period between 0 and 42 h.”
Quote in the paperSubstantial claim - Findingown data
Statistical analysis with 95% confidence (r2 = 0.996) indicates that both temperature and CAo affect the degradation of CA in the time range 0 to 42.1 h.
“The statistical analysis with 95% of confidence (r2 = 0.996) indicates that both, temperature and CAo, affect the degradation of CA in the time range explored (0 to 42.1 h.).”
Quote in the paperSubstantial claim - Findingown data
The proposed model showed a better fit with the experimental points than the traditional irreversible first-order model.
“The proposed model showed a better fit with the experimental points than the traditional irreversible first-order model.”
Quote in the paperSubstantial claim- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
- Findingown data
In the range of concentrations and temperatures evaluated, the model showed a good fit, since the deviation of predicted and measured concentrations was less than 5% in all cases.
“Nevertheless, in the range of the concentrations and temperatures evaluated, the model showed a good fit, since the deviation of the predicted and measured concentrations was less than 5% in all cases.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The proposed degradation model simplifies the decomposition of CA to only one intermediate product and one decomposition product following equilibrium and irreversible first-order kinetics.
- Findingown data
Time courses for CAI with initial concentrations of 0.636 mM and 0.310 mM at 4 and 25 °C exhibited higher degradation rates than those for CA.
“Time courses for CAI with initial concentrations (CAIo) of 0.636 mM and 0.310 mM at 4 and 25 °C exhibited higher degradation rates than those for CA.”
Quote in the paperSubstantial claim - Findingown data
Both CAI rate constants are closer to those calculated for the irreversible step of reaction in CA degradation at the same temperatures.
“Both values are closer to those calculated for the irreversible step of reaction in CA degradation at the same temperatures (Table 2).”
Quote in the paperNot a substantial claim - Findingown data
The model is able to account for the change in the reaction rate depending on the initial CA concentrations.
“The model is also able to account for the change in the reaction rate depending on the initial CA concentrations and supports the hypothesis of degradation as consequence of a susceptibility to nucleophilic attacks at specific points of the molecule, which also might coincide with hypothetical enzyme catalyzed reactions at specific conditions.”
Quote in the paperSubstantial claim- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
- Findingown data
The equilibrium and irreversible reaction constants increased in parallel with temperature following Arrhenius behavior.
“The equilibrium and irreversible reaction constants increased in parallel with temperature following the Arrhenius behavior.”
Quote in the paperSubstantial claim - Findingown data
Calculated NRMSE values at different temperatures and concentrations were less than 5% in all cases.
“Calculated NRMSE values at different temperatures and concentrations were less than 5% in all cases.”
Quote in the paperSubstantial claim - Findingown data
The kinetics of degradation of CA produced by S. clavuligerus DSM 41826 in a chemically defined medium was satisfactorily represented by two reaction models: one equilibrium reaction for intermediate formation and one irreversible first-order reaction for degradation product formation.
“The kinetics of degradation of CA produced by S. clavuligerus DSM 41826 in a chemical defined medium was satisfactorily represented by two reaction models: one equilibrium reaction for intermediate formation and one irreversible first-order reaction for the degradation product formation.”
Quote in the paperSubstantial claim- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
- Findingown data
Two kinetic rate constants were determined from experimental data: the equilibrium constant (Keq) and the irreversible rate constant (k2).
“Under this kinetic approach, two kinetic rate constants were determined from experimental data: the equilibrium constant (Keq) and the irreversible rate constant (k2).”
Quote in the paperSubstantial claim- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
- Findingown data
The shelf lives obtained at −20 °C confirm the significant degradation rate at this temperature.
“The shelf lives obtained at −20 °C confirm the significant degradation rate at this temperature, similar observations were reported in the temperature range from −7 to −25 °C for CA solutions of pharmaceutical CA [23] and other β-lactam compounds [21,22].”
Quote in the paperSubstantial claim - Findingnone given
The degradation rate constant and hence the half-life of the CAI chromophore are independent from the initial CA concentration.
“As expected, the degradation rate constant and hence, the half-life of the chromophore are independent from the initial CA concentration.”
Quote in the paperSubstantial claim - Findingown data
The degradation rate of the derivatized CA exhibited first-order kinetics.
“In this case, the CAI showed linear dependency on concentration as it can be observed in the semi-log plot of relative concentrations for the CAI analyzed at different times (Figure 8), therefore, the degradation rate of the derivatized CA exhibited a first-order kinetics.”
Quote in the paperSubstantial claim - Findingreasoning
The standard Gibbs free energy of activation for the reversible reaction (ΔG°) was 3.155 kJ/mol.
“The standard Gibbs free energy of activation for the reversible reaction (ΔG°) was determined assuming the previously determined equilibrium at 25 °C as the standard condition yielding a value of 3.155 kJ/mol.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: The standard condition for ΔG° is the previously determined equilibrium at 25 °C.
- Findingown data
The activation energy (Ea) calculated for the irreversible process of CA degradation was 16.512 kJ/mol.
“The activation energy (Ea) calculated for the irreversible process of degradation was 16.512 kJ/mol which is close to previous reports for CA in fermentation broths [10,17].”
Quote in the paperSubstantial claim - Findingreasoning
The shelf lives of CA in supernatants are considerably lower than those reported for CA aqueous solutions prepared with pharmaceutical formulations.
“In all cases, the shelf lives of the CA in supernatants are considerably lower than those reported for CA aqueous solutions prepared with pharmaceutical formulations [24,25,32], possibly due to the addition of some stabilizing components to assure a long life in the commercial product.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites [24] Vetráková, L. (2017). Study of Processes Associated with Freezing of Aqueous Solutions. [Ph.D. Thesis, Masaryk University].
- cites [25] Vahdat, 2009, The influence of potassium clavulanate on the rate of amoxicillin sodium degradation in phosphate and acetate buffers in the liquid state, Drug Dev. Ind. Pharm. source
- cites [32] Peace, 2012, Stability of reconstituted amoxicillin clavulanate potassium under simulated in-home storage conditions, J. Appl. Pharm. Sci.
- Findingown data
The calculated Ea for CAI is close to the calculated value for the irreversible step for CA.
“Regarding the Arrhenius parameters (r2 = 0.997), the calculated Ea was 21.85 kJ/mol, which is also close to the calculated value for the irreversible step for CA, the corresponding frequency factor (A) was 262.43 h−1.”
Quote in the paperNot a substantial claim - Findingown data
At 4 °C, 10% of the CAI formed is lost in 5 h.
“Nevertheless, the degradation process is slowed down by cooling down the solution at 4°C; 10% of the CAI formed is lost in 5 h.”
Quote in the paperSubstantial claim - Findingown data
The proposed kinetic approach was validated with all the experimental data of CA degradation obtained in this study.
“The proposed kinetic approach was validated with all the experimental data of CA degradation obtained in this study.”
Quote in the paperSubstantial claim- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
- Interpretationown data
A reversible-irreversible kinetic model explains the degradation rate of CA and its dependence on temperature and concentration.
“A reversible-irreversible kinetic model was applied to explain the degradation rate of CA, its dependence on temperature and concentration.”
Quote in the paperSubstantial claim- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
- Premisecitation
CA originating from fermentation broth degraded faster than pure reagent and commercial medicine.
“It was also observed that CA which originated from fermentation broth, degraded faster than the pure reagent and the commercial medicine [10].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [10] Bersanetti, 2005, Kinetic studies on clavulanic acid degradation, Biochem. Eng. J. source
- Premisecitation
CA is susceptible to moderate temperature increments, which accelerate the rate of degradation regardless of the source.
“CA is also susceptible to moderate temperature increments, since they accelerate the rate of degradation regardless of the source [10].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [10] Bersanetti, 2005, Kinetic studies on clavulanic acid degradation, Biochem. Eng. J. source
- Premisecitation
CA is unstable in production media containing ammonium ions and amine groups due to ammonium salts and amino acids.
“Ishida et al. [18] showed that CA is unstable in production media, which contains ammonium ions and amine groups due to the presence of ammonium salts and amino acids.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [18] Ishida, 2006, Degradation of clavulanic Acid During the cultivation of Streptomyces clavuligerus; Instability of clavulanic Acid by Metabolites and Proteins from the Strain, J. Microbiol. Biotechnol.
- Interpretationown data
A hydrolysis reaction mechanism is proposed as the cause of CA-imidazole loss in aqueous solutions.
“A hydrolysis reaction mechanism is proposed as the cause of CA-imidazole loss in aqueous solutions.”
Quote in the paperSubstantial claim - Premisecitation
The highest CA stability was found at slightly acid conditions (pH 6.2) and low temperature (10 °C).
“The highest CA stability was found at slightly acid conditions (pH 6.2) and low temperatures (10 °C).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [10] Bersanetti, 2005, Kinetic studies on clavulanic acid degradation, Biochem. Eng. J. source
- Interpretationown data
The ΔG° value shows that decomposition via a transition state is thermally activated.
“This shows that decomposition via a transition state is thermally activated.”
Quote in the paperNot a substantial claim - Interpretationown data
The proposed kinetic approach for CA degradation explains the observed effect of increase in the reaction rate with increasing CAo.
“The proposed kinetic approach for CA degradation explains the observed effect of increase in the reaction rate with increasing CAo.”
Quote in the paperSubstantial claim- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
- Interpretationcitation
It is probable that the degradation of the chromophore CAI occurs under one of the water-catalyzed, base-catalyzed, or acid-catalyzed mechanisms depending on pH condition.
“Therefore, it is probable that the degradation of the chromophore CAI occurs under one of those mechanisms depending on pH condition.”
Quote in the paperSubstantial claim - Premisecitation
The rate of CA degradation is susceptible to medium composition, exhibiting higher degradation rates in supplemented and complex media.
“The rate of CA degradation is susceptible to medium composition, exhibiting higher degradation rates in supplemented and complex media [10,11,16].”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites [10] Bersanetti, 2005, Kinetic studies on clavulanic acid degradation, Biochem. Eng. J. source
- cites [11] Marques, 2009, Kinetic and thermodynamic investigation on clavulanic acid formation and degradation during glycerol fermentation by Streptomyces DAUFPE 3060, Enzyme Microb. Technol. source
- cites [16] Costa, 2012, Production of clavulanic acid by Streptomyces clavuligerus in batch cultures without and with glycerol pulses under different temperature conditions, Biochem. Eng. J. source
- Premisecitation
Presence of free amino acids and decomposition products in CA solutions increases the degradation rate.
“Presence of free amino acids and decomposition products in CA solutions increase the degradation rate [18,19]; this might be an indicator of susceptibility of CA molecules to nucleophilic attacks added to the variable catalytic effect of pH [10,17,23,25].”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [18] Ishida, 2006, Degradation of clavulanic Acid During the cultivation of Streptomyces clavuligerus; Instability of clavulanic Acid by Metabolites and Proteins from the Strain, J. Microbiol. Biotechnol.
- cites [19] Brethauer, 2008, Clavulanic acid decomposition is catalyzed by the compound itself and by its decomposition products, J. Pharm. Sci. source
- Interpretationreasoning
Because CA is commonly produced and analyzed at slightly acidic conditions, the degradation of the chromophore CAI would follow the acid-catalyzed mechanism presented in Figure 10.
“CA is commonly produced and analyzed at slightly acidic conditions, hence, the degradation of the chromophore CAI would follow the mechanism presented in Figure 10.”
Quote in the paperSubstantial claim - Interpretationnone given
The CA molecule has different potential candidate nodes (C atoms bonded to N and/or O) for suffering nucleophilic attacks from substances present in the medium.
“Additionally, this molecule has different potential candidate nodes (C atoms bonded to N and/or O) for suffering nucleophilic attacks from the substances present in the medium, e.g., CA itself, amino acids, and other metabolites with electronegative groups.”
Quote in the paperSubstantial claim - Premisecitation
Ishida et al. found no influence of exocellular proteins in the culture broth on the degradation of CA.
“Moreover, Ishida et al. [18] found no influence of exocellular proteins (in the culture broth) on the degradation of CA; hence, the enzymatic effect would not be considered as a degradation factor.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [18] Ishida, 2006, Degradation of clavulanic Acid During the cultivation of Streptomyces clavuligerus; Instability of clavulanic Acid by Metabolites and Proteins from the Strain, J. Microbiol. Biotechnol.
- Interpretationown data
Under the proposed kinetic mechanism, the shelf-life of the product is highly dependent on temperature and initial CA concentration and not only on the rate constant as in the case of irreversible first-order reactions.
“As it can be observed in Table 3, under this kinetic mechanism, the shelf-life of the product is highly dependent on temperature and initial CA concentration and not only on the rate constant as the case of the irreversible first-order reactions.”
Quote in the paperSubstantial claim- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
- Interpretationreasoning
The most significant effect on CA degradation seems to be the chemical mechanism, considering the rapid degradation also observed in standard solutions and aqueous pharmaceutical products where the presence of enzymes or proteins is discarded.
“However, the most significant effect on CA degradation seems to be the chemical mechanism, considering the rapid degradation also observed in standard solutions and (aqueous) pharmaceutical products, where the presence of enzymes or proteins is discarded.”
Quote in the paperSubstantial claim - Interpretationreasoning
When the production rate decreases, CA would eventually disappear from the broth due to decomposition.
“Yet, when the production rate decreases, CA would eventually disappear from the broth due to decomposition.”
Quote in the paperSubstantial claim - Interpretationcitation
The early steps of CA degradation must involve the equilibrium reaction of opening of the β-lactam ring via protonation of oxygen and nucleophilic attack of a water molecule to the carbonyl group.
“In the general case, the early steps of CA degradation must involve the equilibrium reaction of opening of the β-lactam ring, via protonation of oxygen and nucleophilic attack of a water molecule to the carbonyl group (Figure 4).”
Quote in the paperSubstantial claim- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
- Classified as probably not a substantial claim. 17
- May combine two claims. 35
- The quote only partly states this claim. 1
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationA pH of 6.8 is favorable for obtaining high titers of CA in submerged cultures.
“Previous studies have shown that CA stability increases at slightly acidic pH values [10,11]; several authors found a pH of 6.8 as favorable for obtaining high titers of CA in submerged cultures [5,7,9,12,13,14,15,16].”
Quote in the paperNot a substantial claim3 of 8 sources checked- cites [5] Ser, 2016, Fermentation conditions that affect clavulanic acid production in Streptomyces clavuligerus: A systematic review, Front. Microbiol. source
- cites [7] Antonio, 2013, Production of clavulanic acid and cephamycin c by Streptomyces clavuligerus under different fed-batch conditions, Braz. J. Chem. Eng. source
- cites [9] Neto, 2005, A study on clavulanic acid production by Streptomyces clavuligerus in batch, FED-batch and continuous processes, Braz. J. Chem. Eng. source
The Fermentation Equipment and Cultivation Procedure section (page not specified) says the cultures were maintained at pH 6.8 ± 0.1, and the Abstract reports CA concentrations up to 404 mg/L. The paper does not compare pH values or establish that 6.8 is particularly favorable for high titers. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites [12] Rosa, 2005, Influence of dissolved oxygen and shear conditions on clavulanic acid production by Streptomyces clavuligerus, Bioprocess Biosyst. Eng. source
- cites [13] Teodoro, 2006, Influence of feeding conditions on clavulanic acid production in fed-batch cultivation with medium containing glycerol, Appl. Microbiol. Biotechnol. source
- cites [14] Bushell, 2006, Manipulation of the physiology of clavulanic acid biosynthesis with the aid of metabolic flux analysis, Enzyme Microb. Technol. source
- cites [15] Cerri, 2012, Shear conditions in clavulanic acid production by Streptomyces clavuligerus in stirred tank and airlift bioreactors, Bioprocess Biosyst. Eng. source
- cites [16] Costa, 2012, Production of clavulanic acid by Streptomyces clavuligerus in batch cultures without and with glycerol pulses under different temperature conditions, Biochem. Eng. J. source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationCarvalho et al. found that the optimal conditions for achieving a low CA degradation rate were pH 6.0-7.2 and 20 °C.
“The optimal conditions for achieving a low degradation rate were pH 6.0–7.2 and 20 °C; in contrast, addition of inorganic salts (NaCl, Na2SO4, CaCl2, and MgSO4) increased instability of CA, possibly due to the higher rate of collisions between molecules within the solution [17].”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [17] Carvalho, 2009, Stability of clavulanic acid under variable pH, ionic strength and temperature conditions. A new kinetic approach, Biochem. Eng. J. source
Section 3.1 identifies pH 6.0–7.2 as the best range for CA stability. Section 3.2 describes 20–30 °C as an optimum temperature range, rather than singling out 20 °C, and reports that all four salts increased degradability. It does not attribute that salt effect to more frequent molecular collisions. (LLM, conf=0.84)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationZhong et al. proposed a mechanism of formation of the degradation product known as substance E involving several steps, including the irreversible reaction of an active intermediate with an additional molecule of CA.
“In this regard, Zhong et al. [30] proposed a mechanism of formation of the degradation product known as substance E; this mechanism involves several steps, including the irreversible reaction of an active intermediate with an additional molecule of CA leading to the reported decomposition product.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [30] Zhong, 2014, Studies on the formation and forming mechanism of the related substance E in potassium clavulanate production by HPLC-MS/MS, Braz. J. Pharm. Sci. source
The “Inference for the forming mechanism” section proposes a multistep route in which an active intermediate reacts with another molecule of clavulanic acid to form substance E. The Conclusions likewise describe formation of a new amide bond. Neither passage says the reaction is irreversible; page numbers are unavailable in our copy. (LLM, conf=0.86)
Experimental — accuracy not yet measured
May combine two claims.
InterpretationcitationThe significant concentration of intermediate I* after 6 h shifts the equilibrium towards CA, and hence the equilibrium reaction is the rate-limiting step.
“The significant concentration of intermediate I* after 6 shifts the equilibrium towards CA and hence, the equilibrium reaction (Equation (1)) is the rate-limiting step [17].”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [17] Carvalho, 2009, Stability of clavulanic acid under variable pH, ionic strength and temperature conditions. A new kinetic approach, Biochem. Eng. J. source
- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
May combine two claims.
PremisecitationN-alkyl-imidazoles are hydrolytically unstable and react under water-catalyzed, base-catalyzed, or acid-catalyzed reaction mechanisms.
“N-alkyl-imidazoles are hydrolytically unstable and they react under water-catalyzed, base-catalyzed (Figure 9), or acid-catalyzed (Figure 10) reaction mechanisms [33,34].”
Quote in the paperSubstantial claim1 of 2 sources checked- cites [33] 1983, Hydrolysis rates of some acetylimidazole derivatives, Can. J. Chem. source
The Abstract describes water-catalyzed hydrolysis of an acetylimidazolium ion, and the Results and discussion report pH-dependent hydrolysis of N-acetyl derivatives, including N-acetyl-N′-methylbenzimidazolium acetate (pages unavailable in our copy). The rate laws show acid-, pH-independent-, and hydroxide-dependent contributions for particular acetyl derivatives, but the paper does not establish that N-alkyl-imidazoles generally are hydrolytically unstable or undergo all three mechanisms. (LLM, conf=0.86)
Experimental — accuracy not yet measured - cites [34] Joule, J.A., and Mills, K. (2010). 1,3-Azoles: Imidazoles, thiazoles and oxazoles: Reactions and synthesis. Heterocyclic Chemistry, John Wiley & Sons, Inc.
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Findingown dataInitial CA concentrations in supernatant samples were 65.48 ± 0.04 mg/L (high level), 25.29 ± 0.03 mg/L (medium level), 16.33 ± 0.04 mg/L (low level), and an additional sample had CAo = 126.67 ± 0.04 mg/L.
“The initial CA concentrations (CAo) in supernatant samples included in the experimental design were 65.48 ± 0.04 mg/L (high level), 25.29 ± 0.03 mg/L (medium level), and 16.33 ± 0.04 mg/L (low level). An additional sample of higher concentration (CAo =126.67 ± 0.04 mg/L) was included in the study.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe rate of CA decomposition tended to slow down markedly as CAo decreased, which was confirmed in the statistical analysis.
“Interestingly, the rate of decomposition tended to slow down markedly as CAo decreased, which was also confirmed in the statistical analysis.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAt −80 °C, the exhibited degradation rate was minimum, with less than 4% lost in 42 h.
“In contrast, at the lowest temperature that was evaluated (−80 °C), the exhibited degradation rate was minimum, since less than 4% was lost in 42 h.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataSamples of CA in fermentation broths showed a fast decline in concentration during the first 5 h followed by a slower but stable reaction rate in subsequent hours.
“Samples of CA in the fermentation broths showed a fast decline of concentration during the first 5 h followed by a slower, but stable, reaction rate in the subsequent hours.”
- Also stated in: § 2.1. Clavulanic Acid Degradation · plain
“The experimental data presented in Figure 1 showed that the degradation proceeded at the highest rate during the first 5–6 h.”
- Also stated in: § 4. Conclusions · plain
“The samples of CA in fermentation broth exhibited a fast decline of concentration during the first 5 h followed by a slower but stable reaction rate in the subsequent hours, which had been also observed in previous works.”
Quote in the paperSubstantial claim- Also stated in: § 2.1. Clavulanic Acid Degradation · plain
May combine two claims.
Findingown dataFor CAI, the Arrhenius parameters (r2 = 0.997) gave a calculated Ea of 21.85 kJ/mol and a frequency factor (A) of 262.43 h−1.
“Regarding the Arrhenius parameters (r2 = 0.997), the calculated Ea was 21.85 kJ/mol, which is also close to the calculated value for the irreversible step for CA, the corresponding frequency factor (A) was 262.43 h−1.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe calculated kinetic rate constants for CAI were 0.020 h−1 (r2 = 0.989) at 4 °C and 0.039 h−1 (r2 = 0.994) at 25 °C.
“The calculated kinetic rate constants were 0.020 h−1 (r2 = 0.989) and 0.039 h−1 (r2 = 0.994) at 4 °C and 25 °C.”
Quote in the paperSubstantial claimMay combine two claims.
FindingreasoningThe chromophore CAI is unstable over time, following a different kinetic mechanism to untreated CA.
“Considering the structural difference between the CAI and CA, it was observed that the chromophore is also unstable over time, following a different kinetic mechanism to the untreated CA.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe dynamics of CA concentration at different temperatures do not fit irreversible first-order or pseudo-first-order models; rather they are similar to those observed in two consecutive equilibrium-irreversible first-order reactions.
“In this case, the dynamics of CA concentration at different temperatures do not fit with irreversible first-order or pseudo-first-order models; rather they are similar to those observed in two consecutive equilibrium-irreversible first-order reactions (Equations (1) and (3)).”
Quote in the paperSubstantial claim- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
May combine two claims.
Findingown dataThe corresponding frequency factor (A) was 26.97 h−1 with a correlation coefficient (r2) of 0.961.
“The corresponding frequency factor (A) was 26.97 h−1 with a correlation coefficient (r2) of 0.961.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe results indicate a loss of 56% of CAI complex during the first 24 h, reaching a maximum of 82% at 45 h and 25 °C.
“The results indicate a loss of 56% of CAI complex during the first 24 h, reaching a maximum of 82% at 45h and 25 °C.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe estimated values of equilibrium constant confirmed the initial assumption of k2 < k1 < k−1, since all calculated values for k2 were lower than Keq, and all estimated values of Keq were lower than 1.
“The estimated values of equilibrium constant confirmed the initial assumption of k2 < k1 < k−1, since all the calculated values for k2 were lower than Keq, and all the estimated values of Keq were lower than 1.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: For the consecutive equilibrium-irreversible reactions, k2 < k1 < k−1.
May combine two claims.
FindingreasoningThe CAI chromophore exhibited lower stability in time than CA itself, possibly due to the susceptibility of N-alkyl-imidazoles to hydrolysis in aqueous solutions.
“Finally, the CAI chromophore, commonly used for spectrophotometric and HPLC analysis of CA samples, exhibited lower stability in time than the CA itself, possibly due to the susceptibility of N-alkyl-imidazoles to hydrolysis in aqueous solutions.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningValues of the irreversible rate constant (k2) were previously determined as kobs,1.
“Values of the irreversible rate constant (k2) were previously determined as kobs,1.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataStatistical analysis with 95% confidence (r2 = 0.998) indicated that solely temperature had a significant effect on the final concentration of the analyzed CAI, showing a typical Arrhenius-type behavior.
“Statistical analysis with 95% of confidence (r2 = 0.998) indicated that solely temperature had a significant effect on the final concentration of the analyzed CAI, showing a typical Arrhenius-type behavior.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe half-lives of the CAI complex were 34.5 h at 4 °C and 17.8 h at 25 °C.
“The half-lives of the complex were 34.5 h and 17.8 h at 4 °C and 25 °C, respectively.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAt 4 °C, the rate of CAI degradation is significant, showing a 40% decay in 24 h and a maximum of 60% in 46 h.
“However, at this temperature, the rate of degradation is also significant showing a 40% decay in 24 h and a maximum of 60% in 46 h.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationBrethauer et al. proposed a first-order kinetic model in which the kinetic constant increased with increasing initial CA concentration, indicating that CA accelerated its own decomposition.
“A first-order kinetic model was proposed where the kinetic constant increased while increasing the initial CA concentration, indicating that CA accelerated its own decomposition [19].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [19] Brethauer, 2008, Clavulanic acid decomposition is catalyzed by the compound itself and by its decomposition products, J. Pharm. Sci. source
Classified as probably not a substantial claim.
PremisecitationBersanetti et al. found that CA degradation at 10, 20, 25, 30, and 40 °C and pH 6.2 and 7.0 fitted an irreversible first-order kinetics relating the degradation rate constant to temperature.
“Bersanetti et al. [10] investigated CA degradation at 10, 20, 25, 30, and 40 °C and pH values of 6.2 and 7.0. The results fitted an irreversible first-order kinetics accounting for the relationship between the degradation rate constant and the temperature.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [10] Bersanetti, 2005, Kinetic studies on clavulanic acid degradation, Biochem. Eng. J. source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPrevious studies have shown that CA stability increases at slightly acidic pH values.
“Previous studies have shown that CA stability increases at slightly acidic pH values [10,11]; several authors found a pH of 6.8 as favorable for obtaining high titers of CA in submerged cultures [5,7,9,12,13,14,15,16].”
Quote in the paperNot a substantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAmino acids and other metabolites or compounds present in culture media affect CA degradation, attributed to polar groups attacking the four-ring lactam carboxyl group of CA to open the β-lactam ring.
“It has been reported that amino acids and other metabolites or compounds present in the culture media affect the CA degradation, their effect is attributed to the polar groups probably attacking the four-ring lactam carboxyl group of CA to open the β-lactam ring [18,20].”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [18] Ishida, 2006, Degradation of clavulanic Acid During the cultivation of Streptomyces clavuligerus; Instability of clavulanic Acid by Metabolites and Proteins from the Strain, J. Microbiol. Biotechnol.
- cites [20] Roubos, 2002, Clavulanic acid degradation in Streptomyces clavuligerus fed-batch cultivations, Biotechnol. Prog. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationMarques et al. observed the highest rates of CA formation and degradation at 32 and 40 °C; the course of CA concentration fitted irreversible first-order kinetics and temperature dependence followed Arrhenius-type behavior.
“The highest rates of CA formation and degradation were observed at relatively high temperatures (32 and 40 °C). The course of CA concentration fitted irreversible first-order kinetics and the temperature dependence followed an Arrhenius-type behavior [11].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [11] Marques, 2009, Kinetic and thermodynamic investigation on clavulanic acid formation and degradation during glycerol fermentation by Streptomyces DAUFPE 3060, Enzyme Microb. Technol. source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationCosta and Badino observed that temperature reduction had a stronger impact on CA production than on the reduction of CA degradation.
“The authors observed that temperature reduction had a stronger impact on CA production rather than on the reduction of CA degradation [16].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [16] Costa, 2012, Production of clavulanic acid by Streptomyces clavuligerus in batch cultures without and with glycerol pulses under different temperature conditions, Biochem. Eng. J. source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitationβ-lactam compounds are susceptible to acid-base catalysis and contain groups such as amino or hydroxyl that can act as catalysts leading to self-catalyzed decomposition.
“The β-lactam compounds are susceptible to acid–base catalysis and contain groups such as amino or hydroxyl, which can act as catalysts leading to a self-catalyzed decomposition [19].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [19] Brethauer, 2008, Clavulanic acid decomposition is catalyzed by the compound itself and by its decomposition products, J. Pharm. Sci. source
May combine two claims.
InterpretationreasoningThe equilibrium-irreversible reaction model fits not only hypothetical chemical reaction mechanisms involving equilibrium steps but also potential enzymatic degradation of CA in fermentation broths at temperatures higher than 4 °C, since Michaelis-Menten kinetics represents a special case of this kind of reactions.
“The equilibrium-irreversible reaction model fits not only the hypothetical chemical reaction mechanisms involving equilibrium steps, but also the potential enzymatic degradation of CA in fermentation broths at temperatures higher than 4 °C, since Michaelis-Menten kinetics represents a special case of this kind of reactions.”
Quote in the paperNot a substantial claim- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
May combine two claims.
InterpretationreasoningThe trend of the time course of degradation for CAI does not suggest an equilibrium process as for CA, possibly due to structural chemical modification; other degradation products are formed following a different mechanism.
“The trend of the time course of degradation for the CAI does not suggest an equilibrium process as for the case of CA, possibly due to the structural chemical modification; other degradation products are formed following a different mechanism.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
Interpretationnone givenThe reaction rate of degradation is dependent on several factors like pH, medium composition, and temperature, which explains the high variability in the values of constant rates available in literature.
“The reaction rate of degradation is dependent on several factors like pH, medium composition and temperature, which explains the high variability in the values of constant rates available in literature.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataThe degradation rate at −80 °C is almost null, thus this condition is appropriate for long-term storage of supernatants and stock solutions.
“The degradation rate at −80 °C is almost null, thus, this condition is appropriate for long-term storage of supernatants and stock solutions.”
Quote in the paperSubstantial claimMay combine two claims.
PremisereasoningDerivatization of CA is required to generate the chromophore clavulanate-imidazole (CAI), which is detectable at a wavelength of 311 nm.
“Therefore, derivatization of CA is required to generate the chromophore clavulanate-imidazole (CAI), which is detectable at a wavelength of 311 nm.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenTwelve experimental runs were performed by duplicate.
“Twelve experimental runs were performed by duplicate.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenFor the study of CAI stability, a 2-squared factorial design with duplicates was used.
“For the study of CAI stability, a 2-squared factorial design with duplicates was used.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductnone givenA factorial experimental design was proposed with concentration and temperature as factors varying at three and four levels, respectively.
“A factorial experimental design was proposed; concentration and temperature were defined as factors varying at three and four levels, respectively.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationcitationOnce the open intermediate is formed, several irreversible possibilities can occur, such as nucleophilic attacks by nitrogen on other CA molecules or amino acids, imine formation via decarboxylation, or attack of other substances present in the medium.
“Once the open intermediate is formed, several irreversible possibilities can occur like nucleophilic attacks by nitrogen on other CA molecules or amino acids, imine formation via decarboxylation or attack of other substances present in the medium [31].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [31] Soroka, 2015, Hydrolysis of clavulanate by Mycobacterium tuberculosis β-lactamase BlaC harboring a canonical SDN motif, Antimicrob. Agents Chemother. source
May combine two claims.
Interpretationown dataAlthough the proposed model simplified the decomposition of CA to only one intermediate product and one decomposition product, it allowed prediction of the CA concentration pattern in a rather reliable manner.
“Although the proposed model simplified the decomposition of CA to only one intermediate product and one decomposition product, it allowed to predict the CA concentration pattern in a rather reliable manner.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The proposed degradation model simplifies the decomposition of CA to only one intermediate product and one decomposition product following equilibrium and irreversible first-order kinetics.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationMarques et al. pointed out that ΔG° values for CA formation are slightly higher than those for CA degradation and that at moderate temperatures the degradation of CA would be practically unavoidable.
“Marques et al. [11] pointed out that ΔG° values for CA formation are slightly higher than those for CA degradation and at moderate temperatures the degradation of CA would be practically unavoidable.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [11] Marques, 2009, Kinetic and thermodynamic investigation on clavulanic acid formation and degradation during glycerol fermentation by Streptomyces DAUFPE 3060, Enzyme Microb. Technol. source
May combine two claims.
Premisenone givenDuring derivatization, the β-lactam ring of CA is opened, yielding decarboxylation and formation of an amido group.
“During derivatization the β-lactam ring of CA is opened, yielding decarboxylation and formation of an amido group as shown in Figure 7.”
Quote in the paperSubstantial claimThe quote only partly states this claim.
InterpretationcitationThe fact that ΔG° values for CA formation are slightly higher than those for degradation explains the accumulation of CA in the fermentation broth while the microorganism is active despite continuous degradation.
“This fact explains the accumulation of CA in the fermentation broth while the microorganism is active despite the continuous degradation.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningDuring the first 5-6 h of exposition, the equilibrium reaction favors the formation of intermediate I*, which is converted irreversibly into product D at a lower reaction rate, so the irreversible reaction is the rate-limiting step.
“During the first 5–6 h of exposition, and according to Equation (1), the equilibrium reaction is favoring the formation of intermediate I*, which is converted irreversibly into product D at lower reaction rate, thus the irreversible reaction (Equation (2)) is the rate-limiting step.”
Quote in the paperSubstantial claim- The authors state this as an assumption: CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
May combine two claims.
InterpretationreasoningThe irreversible hydrolysis of the CAI complex might lead to underestimations of CA concentration and/or overestimation of CA degradation rates due to the waiting time of derivatized samples until analyses are performed.
“The irreversible hydrolysis of the complex might lead to underestimations of CA concentration of samples and/or overestimation of CA degradation rates due to the waiting time of the derivatized samples until the analyses are performed.”
Quote in the paperSubstantial claimMay combine two claims.
Premisenone givenCA is poorly retained in C-18 reverse-phase columns for HPLC and does not produce distinctive peaks.
“CA is poorly retained in C-18 reverse-phase columns for High Performance Liquid Chromatography (HPLC) and it does not produce distinctive peaks.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningThe model supports the hypothesis of degradation as a consequence of susceptibility to nucleophilic attacks at specific points of the molecule, which might also coincide with hypothetical enzyme-catalyzed reactions at specific conditions.
“The model is also able to account for the change in the reaction rate depending on the initial CA concentrations and supports the hypothesis of degradation as consequence of a susceptibility to nucleophilic attacks at specific points of the molecule, which also might coincide with hypothetical enzyme catalyzed reactions at specific conditions.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
Study design and conductown dataKinetic parameters were calculated by linear regression of experimental data with the least squares method, and consistency was checked by determination of correlation coefficient (r2) and residual analysis.
“Kinetic parameters were calculated by linear regression of experimental data with the least squares method; consistency was checked by determination of correlation coefficient (r2) and residual analysis.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningAt −20 °C the degradation rate in the time range explored is rather significant, but this condition is not expected to remain during a long time, since crystallization of the solution will avoid the progress of the reaction.
“At −20 °C the degradation rate in the time range explored is rather significant, but this condition is not expected to remain during a long time, since crystallization of the solution will avoid the progress of the reaction.”
Quote in the paperSubstantial claim
The authors state this as an assumption.
Kinetics of CA degradation in fermentation broths at low temperatures have not been explored so far.
“Kinetics of CA degradation in fermentation broths at low temperatures have not been explored so far.”
“As far as we know, kinetics of CA degradation in fermentation broths at low temperatures have not been explored.”
The authors state this as an assumption.
CA degradation follows a two-step mechanism: a reversible equilibrium step in which CA produces an active intermediate I*, followed by an irreversible reaction of I* with an additional CA molecule to form degradation product D.
“Based on this analysis, the following kinetic mechanism of CA degradation was considered: a first step occurs in equilibrium, in which CA produces an active intermediate (I*), hereinafter this intermediate reacts irreversibly with an additional CA molecule to form the degradation product (D).”
The authors state this as an assumption.
For the consecutive equilibrium-irreversible reactions, k2 < k1 < k−1.
“The observed time courses of CA degradation are typical of consecutive equilibrium-irreversible reactions in which the reaction rate of the irreversible reaction is considerably low in comparison to the equilibrium reaction (i.e., k2 < k1 < k−1) [17].”
“The estimated values of equilibrium constant confirmed the initial assumption of k2 < k1 < k−1, since all the calculated values for k2 were lower than Keq, and all the estimated values of Keq were lower than 1.”
The authors state this as an assumption.
The standard condition for ΔG° is the previously determined equilibrium at 25 °C.
“The standard Gibbs free energy of activation for the reversible reaction (ΔG°) was determined assuming the previously determined equilibrium at 25 °C as the standard condition yielding a value of 3.155 kJ/mol.”
The authors state this as an assumption.
The proposed degradation model simplifies the decomposition of CA to only one intermediate product and one decomposition product following equilibrium and irreversible first-order kinetics.
“The proposed model of degradation simplified the decomposition of CA to only one intermediate product and one decomposition product following equilibrium and irreversible first-order kinetics; hence, deviations were expected between experimental and simulated data.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Irreversible reaction is cited as Equation (2) instead of (3)
MinorEquation (2) defines the equilibrium constant; the irreversible reaction is labeled Equation (3).
“thus the irreversible reaction (Equation (2)) is the rate-limiting step.”
“(2)Keq= k1k−1 (3)I*+ CA→D r2 = k2[CA]”
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Streptomyces Differentiation in Liquid Cultures as a Trigger of Secondary Metabolism
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Production of β-Lactamase Inhibitors by Streptomyces Species
Marques, D. D. A. V., Machado, S. E. F., Santos‐Ebinuma, V. C., Duarte, C. D. A. L., Converti, A., & Porto, A. L. F. (2018) · Antibiotics · doi:10.3390/antibiotics7030061 · Cited by 76 · cited 1× · see citing works
“clavuligerus) as secondary metabolite related to the clavams pathway derived from arginine and glycerol metabolism [1,2].”
BackgroundSaudagar, P. S., & Singhal, R. S. (2007) · Bioresource Technology · doi:10.1016/j.biortech.2006.08.003 · Cited by 68 · see citing works
Rosa, J. C., Neto, A. B., Hokka, C. O., & Badino, A. C. (2005) · Bioprocess and Biosystems Engineering · doi:10.1007/s00449-004-0386-9 · Cited by 68 · see citing works
Kinetic studies on clavulanic acid degradation
Bersanetti, P. A., Almeida, R. M. R. G., Barboza, M., Araújo, M. L. G. C., & Hokka, C. O. (2005) · Biochemical Engineering Journal · doi:10.1016/j.bej.2004.10.007 · Cited by 62 · cited 8× · see citing works
“[10] investigated CA degradation at 10, 20, 25, 30, and 40 ◦C and pH values of 6.”
BackgroundResultInfluentialSantos, V. C., Pereira, J. F. B., Haga, R. B., Rangel-Yagui, C. O., Teixeira, J. A. C., Converti, A., & Pessoa, A. (2009) · Biochemical Engineering Journal · doi:10.1016/j.bej.2009.02.013 · Cited by 48 · cited 10× · see citing works
“The significant concentration of intermediate I* after 6 shifts the equilibrium towards CA and hence, the equilibrium reaction (Equation (1)) is the rate-limiting step [17].”
BackgroundMethodResultInfluentialOkerman, L., Hende, J. V., & Zutter, L. D. (2006) · Analytica Chimica Acta · doi:10.1016/j.aca.2006.10.034 · Cited by 43 · cited 1× · see citing works
“The shelf lives obtained at −20 ◦C confirm the significant degradation rate at this temperature, similar observations were reported in the temperature range from −7 to −25 ◦C for CA solutions of pharmaceutical CA [23] and other β-lactam compounds [21,22].”
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“The shelf lives obtained at −20 ◦C confirm the significant degradation rate at this temperature, similar observations were reported in the temperature range from −7 to −25 ◦C for CA solutions of pharmaceutical CA [23] and other β-lactam compounds [21,22].”
BackgroundThe stability of amoxicillin trihydrate and potassium clavulanate combination in aqueous solutions
Jerzsele, Á., & Nagy, G. (2009) · Acta Veterinaria Hungarica · doi:10.1556/avet.57.2009.4.3 · Cited by 37 · cited 2× · see citing works
“The results obtained for the shelf-lives of CA in fermentation broth are comparable to the data obtained by Jerzsele and Nagy [26] for aqueous solutions of standard clavulanate, Bersanetti et al. [10], Ishida et al. [18] and Roubos et al. [20] for CA degradation in fermentation broths at room temperature.”
ResultSoroka, D., Li de la Sierra-Gallay, I., Dubée, V., Triboulet, S., van Tilbeurgh, H., Compain, F., Ballell, L., Barros, D., Mainardi, J.-L., Hugonnet, J.-E., et al. (2015) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.00598-15 · Cited by 36 · cited 1× · see citing works
“Once the open intermediate is formed, several irreversible possibilities can occur like nucleophilic attacks by nitrogen on other CA molecules or amino acids, imine formation via decarboxylation or attack of other substances present in the medium [31].”
BackgroundClavulanic Acid Degradation in <i>Streptomyces clavuligerus</i> Fed‐Batch Cultivations
Roubos, J. A., Krabben, P., Laat, W. T. A. M. D., Babuška, R., & Heijnen, J. J. (2002) · Biotechnology Progress · doi:10.1021/bp020294n · Cited by 35 · cited 4× · see citing works
“[20] for CA degradation in fermentation broths at room temperature.”
BackgroundMethodInfluentialStudies on the hydrolysis of clavulanic acid
Finn, M. J., Harris, M. A., Hunt, E., & Zomaya, I. I. (1984) · Journal of the Chemical Society, Perkin Transactions 1 · doi:10.1039/p19840001345 · Cited by 29 · see citing works
Cerri, M. O., & Badino, A. C. (2012) · Bioprocess and Biosystems Engineering · doi:10.1007/s00449-012-0682-8 · Cited by 28 · see citing works
Teodoro, J. C., Baptista-Neto, A., Araujo, M. L. G. C., Hokka, C. O., & Badino, A. C. (2010) · Brazilian Journal of Chemical Engineering · doi:10.1590/s0104-66322010000400001 · Cited by 28 · see citing works
Vahdat, L., & Sunderland, V. B. (2007) · International Journal of Pharmaceutics · doi:10.1016/j.ijpharm.2007.05.029 · Cited by 24 · cited 3× · see citing works
“Presence of free amino acids and decomposition products in CA solutions increase the degradation rate [18,19]; this might be an indicator of susceptibility of CA molecules to nucleophilic attacks added to the variable catalytic effect of pH [10,17,23,25].”
BackgroundBellão, C., Antonio, T., Araujo, M. L. G. C., & Badino, A. C. (2013) · Brazilian Journal of Chemical Engineering · doi:10.1590/s0104-66322013000200004 · Cited by 24 · see citing works
Ramírez-Malule, H., Junne, S. G., Bournazou, M. N. C., Neubauer, P. B., & Ríos‐Estepa, R. (2018) · Applied Microbiology and Biotechnology · doi:10.1007/s00253-018-8841-8 · Cited by 24 · cited 2× · see citing works
“Chemically defined media, composed as follows, were used [35]: glycerol (9.”
MethodSelf-citationNeto, A. B., Hirata, D. B., Cassiano Filho, L. C. M., Bellão, C., Badino Júnior, A. C., & Hokka, C. O. (2005) · Brazilian Journal of Chemical Engineering · doi:10.1590/s0104-66322005000400008 · Cited by 23 · see citing works
HAGINAKA, J., YASUDA, H., UNO, T., & NAKAGAWA, T. (1985) · CHEMICAL & PHARMACEUTICAL BULLETIN · doi:10.1248/cpb.33.218 · Cited by 23 · cited 1× · see citing works
“This kinetic approach is consequent with a feasible chemical mechanism of reaction for CA in aqueous solutions, characterized by several equilibrium steps (Figure 4) [28,29].”
BackgroundPeace, N., Olubukola, O., & Moshood, A. (2012) · doi:10.7324/japs.2012.21.336 · Cited by 23
Bibliometric Analysis of Global Research on Clavulanic Acid
Ramírez-Malule, H. (2018) · Antibiotics · doi:10.3390/antibiotics7040102 · Cited by 22 · see citing works
Self-citationClavulanic Acid Decomposition Is Catalyzed by the Compound Itself and by Its Decomposition Products
Brethauer, S., Held, M., & Panke, S. (2008) · Journal of Pharmaceutical Sciences · doi:10.1002/jps.21225 · Cited by 21 · cited 7× · see citing works
“A first-order kinetic model was proposed where the kinetic constant increased while increasing the initial CA concentration, indicating that CA accelerated its own decomposition [19].”
BackgroundMethodInfluential(2012) · Cited by 18 · see citing works
Ramírez-Malule, H., Junne, S. G., López, C., Zapata, J., Sáez, A. A., Neubauer, P. B., & Ríos‐Estepa, R. (2015) · Journal of Pharmaceutical and Biomedical Analysis · doi:10.1016/j.jpba.2015.12.035 · Cited by 17 · see citing works
Self-citationTakahashi, Y. I., & Nakashima, T. (2018) · Antibiotics · doi:10.3390/antibiotics7030074 · Cited by 17 · see citing works
Costa, C. L. L., & Badino, A. C. (2012) · Biochemical Engineering Journal · doi:10.1016/j.bej.2012.08.005 · Cited by 15 · cited 3× · see citing works
“Similarly, Costa and Badino [16] investigated the impact of temperature reduction from 30 to 25 ◦C, 30 to 20 ◦C, and 25 to 20 ◦C on CA titers during cultivation.”
BackgroundMarques, D. A. V., Oliveira, R. P. S., Perego, P., Porto, A. L. F., Pessoa, A., & Converti, A. (2009) · Enzyme and Microbial Technology · doi:10.1016/j.enzmictec.2009.03.005 · Cited by 11 · cited 6× · see citing works
“[11] pointed out that ∆G◦ values for CA formation are slightly higher than those for CA degradation and at moderate temperatures the degradation of CA would be practically unavoidable.”
BackgroundInfluentialVahdat, L., & Sunderland, B. (2009) · Drug Development and Industrial Pharmacy · doi:10.1080/03639040802438373 · Cited by 10 · cited 3× · see citing works
“Presence of free amino acids and decomposition products in CA solutions increase the degradation rate [18,19]; this might be an indicator of susceptibility of CA molecules to nucleophilic attacks added to the variable catalytic effect of pH [10,17,23,25].”
Background(2006) · Journal of Microbiology and Biotechnology · Cited by 8 · see citing works
Hydrolysis rates of some acetylimidazole derivatives
Gour-Salin, B. J. (1983) · Canadian Journal of Chemistry · doi:10.1139/v83-357 · Cited by 7 · cited 2× · see citing works
“N-alkylimidazoles are hydrolytically unstable and they react under water-catalyzed, base-catalyzed (Figure 9), or acid-catalyzed (Figure 10) reaction mechanisms [33,34].”
BackgroundZhong, C., Cao, G., Jin, X., & Wang, F. (2014) · Brazilian Journal of Pharmaceutical Sciences · doi:10.1590/s1984-82502014000200019 · Cited by 6 · cited 1× · see citing works
“[30] proposed a mechanism of formation of the degradation product known as substance E; this mechanism involves several steps, including the irreversible reaction of an active intermediate with an additional molecule of CA leading to the reported decomposition product.”
Background(2015) · Cited by 5 · see citing works
1,3-Azoles: imidazoles, thiazoles and oxazoles: reactions and synthesis
JOULE, J. A., Mills, K., & Smith, G. F. (1995) · Springer eBooks · doi:10.1007/978-1-4899-3222-8_21 · Cited by 2 · cited 2× · see citing works
“N-alkylimidazoles are hydrolytically unstable and they react under water-catalyzed, base-catalyzed (Figure 9), or acid-catalyzed (Figure 10) reaction mechanisms [33,34].”
Background(2017) · Cited by 1 · see citing works
Flagged first, then by citations
4 of the 42 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
López-Agudelo, V. A., Gómez-Ríos, D., & Ramírez-Malule, H. (2021) · Antibiotics · doi:10.3390/antibiotics10010084 · Cited by 38 · see citing works
Self-citationRawat, D., Sharma, U., Yadav, A., et al. (2023) · Journal of Water Process Engineering · doi:10.1016/j.jwpe.2023.103668 · Cited by 34 · see citing works
Gómez-Ríos, D., Junne, S. G., Neubauer, P. B., Ochoa, S., Ríos‐Estepa, R., & Ramírez-Malule, H. (2019) · Antibiotics · doi:10.3390/antibiotics8040168 · Cited by 31 · see citing works
Self-citationda Silva, J. J., da Silva, B. F., Stradiotto, N. R., Petrović, M., Gros, M., & Gago-Ferrero, P. (2020) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2020.143237 · Cited by 31 · see citing works
Double-Ring Epimerization in the Biosynthesis of Clavulanic Acid
Gómez, S., Ramírez-Malule, H., Cardona‐Galeano, W., Osorio, E. H., & Restrepo, A. A. (2020) · The Journal of Physical Chemistry A · doi:10.1021/acs.jpca.0c05427 · Cited by 20 · see citing works
Self-citationModeling a Three-Stage Biological Trickling Filter Based on the A2O Process for Sewage Treatment
Liang, J., Yuan, Y., Zhang, Z., et al. (2021) · Water · doi:10.3390/w13091152 · Cited by 19 · see citing works
Pinilla, L., Toro, L. F., Laing, E., Álzate, J. F., & Ríos‐Estepa, R. (2019) · Antibiotics · doi:10.3390/antibiotics8030096 · Cited by 19 · see citing works
“CA was imidazole-derivatized at a ratio 1:3; the reaction was kept at 30 ◦C for 30 min [63].”
MethodSelf-citationGómez-Ríos, D., López-Agudelo, V. A., Ramírez-Malule, H., et al. (2020) · Microorganisms · doi:10.3390/microorganisms8091255 · Cited by 14 · see citing works
Self-citationVarlamova, N. V., Dolgikh, Y. I., Blinkov, A. O., et al. (2021) · Antibiotics · doi:10.3390/antibiotics10060660 · Cited by 12 · see citing works
“Clavulanic acid is rapidly hydrolyzed at a 25 ◦C via the reactive amino ketone (1-amino-2-oxo-butan-4-ol) to pyrazine end-products (2,5-bis(2-hydroxyethyl)pyrazine, 3-carboxyethyl-2,5-bis(2-hydroxyethyl)pyrazine, and 3-ethyl-2,5-bis(2-hydroxyethyl)pyrazine) as well as carbon dioxide and acetaldehyde [58,59].”
BackgroundMedicinal Chemistry of β‐Lactam Antibiotics
Testero, S. A., Llarrull, L. I., Fisher, J. F., & Mobashery, S. (2021) · Wiley eBooks · doi:10.1002/0471266949.bmc226.pub2 · Cited by 11 · see citing works
Ramírez-Malule, H., López-Agudelo, V. A., Gómez-Ríos, D., Ochoa, S., Ríos‐Estepa, R., Junne, S. G., & Neubauer, P. B. (2021) · Bioengineering · doi:10.3390/bioengineering8080103 · Cited by 9 · see citing works
Self-citationChollom, M. N., Bakare, B. F., Rathilal, S., et al. (2022) · Molecules · doi:10.3390/molecules27175402 · Cited by 7 · see citing works
“The rate constant (k) expression described the kinetics of the microbial activity on the antibiotics, which is in accordance with the report in [18].”
ResultData of clavulanic acid and clavulanate-imidazole stability at low temperatures
Gómez-Ríos, D., Ramírez-Malule, H., Neubauer, P. B., et al. (2019) · Data in Brief · doi:10.1016/j.dib.2019.103775 · Cited by 7 · see citing works
Self-citationGómez-Ríos, D., Gómez-Gaona, L. M., & Ramírez-Malule, H. (2024) · Fermentation · doi:10.3390/fermentation10100526 · Cited by 5 · see citing works
Self-citationYu, Q., Zhang, J., Cui, Y., et al. (2023) · International Journal of Food Engineering · doi:10.1515/ijfe-2022-0298 · Cited by 2 · see citing works
Priya, S. S., & Yasarla, R. K. (2026) · Bioresource Technology Reports · doi:10.1016/j.biteb.2026.102838
Qi, Y., Zhan, C., & You, C. (2026) · International Journal of Food Microbiology · doi:10.1016/j.ijfoodmicro.2026.111906
- Authors
- Gómez-Ríos, D., Ramírez-Malule, H., Neubauer, P., Junne, S., & Ríos-Estepa, R.
- Affiliations
- Universidad de Antioquia (CO)
- Universidad del Valle (CO)
- Technische Universität Berlin (DE)
- Grupo de Bioprocesos, Departamento de Ingeniería Química, Universidad de Antioquia UdeA, Calle 70 No. 52-21, Medellín 050010, Colombia
- Corresponding author
- Gómez-Ríos, David
- Ramírez-Malule, Howard
- Venue
- Antibiotics
- Publisher
- MDPI AG
- Published
- 2019-01-17
- Volume
- 8
- Issue
- 1
- Pages
- 6
- ISSN
- 2079-6382 (ISSN-L)
- PMC
- PMC6466556
- OpenAlex
- W2909235948
- Cited by
- 17
- References
- 42
- Citations by year
- 2026: 2 · 2024: 1 · 2023: 2 · 2022: 1 · 2021: 5 · 2020: 3 · 2019: 3
- FWCI
- 1.57
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Antibiotics (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (submittedVersion, cc-by)
- PubMed Central (submittedVersion, cc-by)
- Institutional Repository University of Antioquia (University of Antioquia) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Departamento Administrativo de Ciencia, Tecnología e Innovación (111577657246 CT 432-2017)
- Topics
- Health Sciences › Medicine › Pharmacology › Microbial Natural Products and Biosynthesis
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein purification and stability
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Biotechnology › Enzyme Production and Characterization
- Keywords
- clavulanic acid, degradation kinetics, low temperature, Streptomyces clavuligerus, fermentation broth, hydrolysis mechanism, first-order kinetics, antibiotic degradation, downstream processing
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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