Cited by 4Diabetes Management and ResearchPatient Safety and Medication ErrorsDiabetes Management and Education

Time to Moderate and Severe Hyperglycemia and Ketonemia Following an Insulin Pump Occlusion

Open access
Klonoff, David C., Ayers, Alessandra T., Ho, Cindy N., Fabris, Chiara, Villa-Tamayo, María Fernanda, Allen, Eleanor, Cengiz, Eda, Ekhlaspour, Laya +3 more·2024·Journal of Diabetes Science and Technology

Abstract

Introduction: Insulin pump therapy can be adversely affected by interruption of insulin flow, leading to a rise in blood glucose (BG) and subsequently of blood beta-hydroxybutyrate (BHB) ketone levels. Methods: We performed a PubMed search for English language reports (January 1982 to July 2024) estimating the rate of rise in BG and/or BHB after ≥ 60 minutes of interruption of continuous subcutaneous insulin infusion (CSII) in persons with type 1 diabetes (PwT1D). We also simulated the rise in BG in a virtual population of 100 adults with T1D following suspension of continuous subcutaneous insulin infusion. Results: We identified eight relevant studies where BG and BHB (seven of these eight studies) were measured following suspension of CSII as a model for occlusion. After 60 minutes post-suspension, the mean extracted rates of rise averaged 0.62 mg/dL/min (37 mg/dL/h) for BG and 0.0038 mmol/L/min (0.20 mmol/L/h) for BHB. Mean estimated time to moderately/severely elevated BG (300/400 mg/dL) or BHB (1.6/3.0 mmol/L) was, respectively, 5.8/8.5 and 8.0/14.2 hours. The simulation model predicted moderately/severely elevated BG (300/400 mg/dL) after 9.25/12, 6.75/8.75, and 4.75/5.75 hours in the virtual subjects post-interruption with small (5th percentile), medium (50th percentile), and large (95th percentile) hyperglycemic changes. Discussion: Clinical studies and a simulation model similarly predicted that, following CSII interruption, moderate/severe hyperglycemia can occur within 5-9/6-14 hours, and clinical studies predicted that moderate/severe ketonemia can occur within 7-12/13-21 hours. Patients and clinicians should be aware of this timing when considering the risks of developing metabolic complications after insulin pump occlusion.

AI snapshot

Written from the paper’s full text.

TL;DR

In adults with type 1 diabetes, clinical studies and a UVA/Padova simulation indicate that after insulin pump occlusion/CSII suspension, moderate-to-severe hyperglycemia and ketonemia can develop within hours. The authors conclude that moderate/severe metabolic complications can typically occur within 6 to 12 hours after CSII occlusion.

Key findings

  • The systematic review identified 8 clinical studies; after an initial flat 60 minutes, mean BG rise averaged 0.62 mg/dL/min (37 mg/dL/h; range 0.36–0.81 mg/dL/min), and mean BHB rise averaged 0.0038 mmol/L/min (reported as 0.23 mmol/L/h in results/table and 0.20 mmol/L/h in the abstract; range 0.0025–0.0058 mmol/L/min).
  • Using average rates from baseline BG 120 mg/dL and BHB 0 mmol/L, estimated time to BG 300/400 mg/dL was 5.8/8.5 hours; estimated time to BHB 1.6/3.0 mmol/L was 8.0/14.2 hours. Using the highest-rate study, BG 300/400 mg/dL was reached in 4.7/6.8 hours and BHB 1.6/3.0 mmol/L in 5.6/9.6 hours.
  • Simulation of 100 virtual adults predicted BG 300/400 mg/dL at 9.25/12 hours (5th percentile), 6.75/8.75 hours (50th percentile), and 4.75/5.75 hours (95th percentile) after insulin interruption.
  • The discussion/conclusion states clinical studies and simulation similarly predicted moderate/severe hyperglycemia within 5–9/6–14 hours, and clinical studies predicted moderate/severe ketonemia within 7–12/13–21 hours.

Methods

  • PubMed search from January 1982 to July 2024 for English clinical studies in persons with type 1 diabetes with ≥60 minutes of CSII interruption; inclusion required rapid-acting insulin analog (lispro or aspart). The search yielded 73 publications, plus 28 author-identified and 13 bibliography-identified records, resulting in 8 studies for data extraction.
  • BG and BHB time courses were digitized from plots using WebPlotDigitizer and fit with linear regression without intercept to estimate rates of rise; times to threshold levels were extrapolated from average rates, assuming a flat first hour and starting BG 120 mg/dL and BHB 0 mmol/L.
  • Simulation used the UVA/Padova T1D simulator with 100 virtual adults in a fasting state, receiving usual basal insulin before pump failure; insulin was then suspended and BG observed for 16 hours.

Limitations

  • Stated: no pediatric studies met inclusion criteria; no clinical study followed participants until severe hyperglycemia or severe ketonemia, so times to these outcomes are extrapolated from average rates; the subcutaneous insulin depot may influence glucose and ketone rise; extraction was limited to insulin lispro and aspart, so faster- or slower-acting insulins might produce different results.
  • Evident: the included studies reported only group averages, not individual time courses, so individual rates and times could be higher or shorter; the simulation modeled BG only, not BHB; the abstract and results/table report different BHB hourly averages (0.20 vs 0.23 mmol/L/h).

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1177/19322968241280386

Cites

27 of 27 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

9 of 13 cited sources checked · 4 supported · 0 flagged · accuracy not yet measured

  • Premisecitation

    For patients with T1D using an SGLT2 inhibitor, if CSII is suspended, the rate of increase in BG (but not BHB) is lower than without the SGLT2 inhibitor.

    “For patients with T1D who are using a sodium-glucose cotransporter-2 (SGLT2) inhibitor, if there is a suspension of continuous subcutaneous insulin infusion (CSII), then the rate of increase in BG (but not BHB) is lower than without the SGLT2 inhibitor.13,17”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [13] source
    • cites [17] source
  • Findingcitation

    Using the average rate of increase for the study with the highest rate of increase of BHB, it would take 5.6 or 9.6 hours to reach a BHB level of 1.6 or 3.0 mmol/L, respectively, starting at a BHB of 0.0 mmol/L.

    “Using the average rate of increase for the study with the highest rate of increase of BHB, it would take 5.6 or 9.6 hours to reach a BHB level of 1.6 or 3.0 mmol/L, respectively (starting at a BHB of 0.0 mmol/L).17”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [17] source

      The Results section (“GRA Therapy Reduces Ketogenesis During Insulinopenia”; page unavailable) reports that the SGLT2-inhibitor period had the highest mean ketogenesis index, supporting the premise that one study period had the fastest BHB increase. It does not report the claimed 5.6- or 9.6-hour projections from a starting BHB of 0.0 mmol/L; its reported index of 73 also does not yield those times by a simple linear calculation. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
    • The authors state this as an assumption: For extrapolations, the starting BG concentration is 120 mg/dL, the starting BHB concentration is 0 mmol/L, and both analytes remain flat for 1 hour after suspension.
  • Findingown data

    After 60 minutes post-suspension, the mean extracted rate of rise of BHB averaged 0.0038 mmol/L/min (0.20 mmol/L/h).

    “After 60 minutes post-suspension, the mean extracted rates of rise averaged 0.62 mg/dL/min (37 mg/dL/h) for BG and 0.0038 mmol/L/min (0.20 mmol/L/h) for BHB.”
    Quote in the paperSubstantial claim
  • Findingown data

    After the first 60 minutes, the rate of rise of BG ranged from 0.36 to 0.81 mg/dL/min (22 to 49 mg/dL/h).

    “After the first 60 minutes, the rate of rise of BG ranged from 0.36 to 0.81 mg/dL/min (22 to 49 mg/dL/h).”
    Quote in the paperSubstantial claim
  • Findingown data

    The extracted rate of rise of BHB ranged from 0.0025 to 0.0058 mmol/L/min (0.15-0.35 mmol/L/h).

    “The extracted rate of rise of BHB ranged from 0.0025 to 0.0058 mmol/L/ min (0.15-0.35 mmol/L/h).”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. 16
  • May combine two claims. 17
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    A BHB level of 3.0 mmol/L is necessary but not sufficient for the diagnosis of diabetic ketoacidosis, which also requires evidence of acidosis.

    “A BHB level of 3.0 mmol/L is necessary but not sufficient for the diagnosis of diabetic ketoacidosis, which also requires evidence of acidosis.7”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [7] source

      The Diagnostic Criteria discussion (page unavailable) requires elevated ketones and metabolic acidosis, and the ketone-testing discussion identifies β-hydroxybutyrate ≥3.0 mmol/L as a useful diagnostic threshold. But the report also allows ketones to be assessed by other methods, so it does not say that a measured BHB level of 3.0 mmol/L is necessary in every case. It additionally requires hyperglycemia or a history of diabetes. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The incidence of adverse insulin pump events is between 0.5 and 5 events per person-year, and these often do not require hospitalization.

    “Others have found that the incidence of adverse insulin pump events is between 0.5 and 5 events per person-year, which often do not require hospitalization. 2”
    Quote in the paperNot a substantial claim1 of 1 sources checked
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    In a nationwide type 1 diabetes registry, 96.6% of participants had experienced at least one insulin infusion set failure per year, and 41.4% encountered at least one such failure per month.

    “A study using self-reported surveys for a nationwide type 1 diabetes (T1D) registry showed that 96.6% of the participants had experienced at least one insulin infusion set failure per year, and 41.4% encountered at least one such failure per month. 1”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [1] source

      The Results report that 96.6% of respondents had at least one insulin infusion site failure every 12 months and 41.4% had at least one per month. The Study design describes a voluntary survey distributed through the T1D Exchange Online Community and social media, not a nationwide type 1 diabetes registry; eligibility also included people with type 2 diabetes using an insulin pump. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Insulin pump occlusion is not uncommon.

    “Insulin pump occlusion is not uncommon.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [1] source

      The Results report that insulin infusion site failures were common, and the Introduction lists occlusion among their usual causes. The paper does not report how often occlusion itself occurs, so its findings support the broader point about site failure but not the claim's occlusion-specific frequency. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Study design and conductcitation

    The UVA/Padova T1D simulator consists of a fully identified maximal model of glucose metabolism in T1D and a virtual population of 100 adult PwDs displaying key metabolic behaviors observed in the general population of individuals with T1D.

    “we used the University of Virginia (UVA)/Padova T1D simulator, which consists of a fully identified maximal model of glucose metabolism in T1D 18 and a virtual population of 100 adult PwDs displaying key metabolic behaviors observed in the general population of individuals with T1D.[18][19][20][21]”
    Quote in the paperSubstantial claim1 of 3 sources checked
    • cites [18] source
    • cites [19]
    • cites [20] source

      The Subjects and Methods passage describes a glucose–insulin model and 100 virtual adults, and the Discussion says the updated virtual population represents the T1D population observed in clinical trials. Our copy does not describe the model as “fully identified” or “maximal,” and its evidence for population representativeness is framed around clinical-trial observations rather than the general T1D population. (LLM, conf=0.87)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Children, especially younger children four to nine years old, are particularly sensitive to interruption of insulin infusion.

    “This could be important because children, especially younger children four to nine years old, are particularly sensitive to interruption of insulin infusion.24”
    Quote in the paperNot a substantial claim1 of 1 sources checked
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A prior study reported that younger children aged four to nine years were more sensitive to pump interruption than older children aged 10 to 14 years.

    “A prior study did report that younger children aged four to nine years were more sensitive to pump interruption than older children aged 10 to 14 years.24”
    Quote in the paperNot a substantial claim1 of 1 sources checked
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    The authors would also have included simulation studies, but none were identified.

    “We would also have included simulation studies, but none were identified.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    None of the eight included studies included children, and none were simulation studies.

    “None of the eight studies included children, and none were simulation studies.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Findingreasoning

    Five studies were excluded because they did not use a rapid-acting insulin analog.

    “Five studies were excluded because they did not use a rapid-acting insulin analog.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Findingown data

    Full-text review resulted in eight studies for data extraction.

    “Full-text review resulted in eight studies for data extraction [10][11][12][13][14][15][16][17] (Table 2).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    None of the eight included studies displayed the time course of BG or BHB for individuals, only the average across all study participants.

    “Also, none of the studies displayed the time course of BG or BHB for individuals, only the average across all study participants.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Findingnone given

    Simulation modeling is not available for BHB accumulation.

    “Simulation modeling is not available for BHB accumulation.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    The abstract review yielded 26 articles, and 98 were excluded.

    “The abstract review yielded 26 articles (98 were excluded).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingnone given

    The initial PubMed search yielded 73 publications; another 28 were identified by individual authors, and 13 through review of bibliographies.

    “The initial PubMed search yielded 73 publications.Another 28 were identified by individual authors, and 13 through review of bibliographies of the identified studies (Figure 1).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Based on the simulation, BG can rise to level 1 hyperglycemia within 3.0-5.25 hours and to level 2 hyperglycemia within 4.0-7.75 hours.

    “Based on the simulation, the BG can rise to level 1 and level 2 hyperglycemic concentrations, respectively, within 3.0-5.25 hours and 4.0-7.75hours.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: In the simulation, virtual participants are fasting at the moment of pump failure (no carbohydrate on board), have consistently received their usual basal insulin infusion rate before the occlusion, and consume no carbohydrates during the 16-hour simulation.
  • May combine two claims.

    Findingcitation

    Using the average rate of increase from the study with the highest rate of increase of BG, it would take 4.7 or 6.8 hours to reach a BG level of 300 or 400 mg/dL, respectively, starting at a BG of 120 mg/dL.

    “Using the average rate of increase from the study with the highest rate of increase of BG, it would take 4.7 or 6.8 hours to reach a BG level of 300 or 400 mg/dL, respectively (starting at a BG of 120 mg/dL).13”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [13] source
    • The authors state this as an assumption: For extrapolations, the starting BG concentration is 120 mg/dL, the starting BHB concentration is 0 mmol/L, and both analytes remain flat for 1 hour after suspension.
  • May combine two claims.

    Findingown data

    Following insulin suspension, if the baseline BG is 120 mg/dL, then BG can rise to level 1 hyperglycemia (181-250 mg/dL) within 2.2-3.8 hours and to level 2 hyperglycemia (>250 mg/dL) within 3.7-7.0 hours.

    “As presented in Table 2, following insulin suspension, if the baseline BG is 120 mg/dL, then the BG can rise to level 1 and level 2 hyperglycemic concentrations, respectively, within 2.2-3.8 hours and 3.7-7.0hours.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: For extrapolations, the starting BG concentration is 120 mg/dL, the starting BHB concentration is 0 mmol/L, and both analytes remain flat for 1 hour after suspension.
  • May combine two claims.

    Findingown data

    No studies involving children were found, so the rate of increase of BG or BHB after insulin infusion interruption in children with T1D could not be estimated.

    “As no studies involving children were found, we could not estimate the rate of increase of BG or BHB after insulin infusion interruption in children with T1D.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    Using the average rate of increase for BHB across studies, it would take 8.0 or 14.2 hours to reach a BHB level of 1.6 or 3.0 mmol/L, respectively, starting at a BHB of 0.0 mmol/L.

    “For ketones, it would take 8.0 or 14.2 hours to reach a BHB of 1.6 or 3.0 mmol/L, respectively (starting at a BHB of 0.0 mmol/L).”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: For extrapolations, the starting BG concentration is 120 mg/dL, the starting BHB concentration is 0 mmol/L, and both analytes remain flat for 1 hour after suspension.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Two authors independently reviewed all potentially relevant abstracts and determined whether to advance to full-text review.

    “Two authors (C.N.H. and A.T.A.) independently reviewed all potentially relevant abstracts and determined whether to advance to full-text review.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Disagreements in abstract review were resolved by a third author.

    “Disagreements were resolved by a third author (M.A.K).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    An adult who experiences an occlusion at night could possibly develop severe hyperglycemia (BG 400 mg/dL) by the following morning or severe ketonemia (BHB 3.0 mmol/L) by the following day.

    “This indicates that an adult who experiences an occlusion at night could possibly develop severe hyperglycemia (with BG 400 mg/ dL) by the following morning or severe ketonemia (with BHB 3.0 mmol/L) by the following day.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Clinical studies and a simulation model similarly predicted that, following CSII interruption, moderate/severe hyperglycemia can occur within 5-9/6-14 hours, and clinical studies predicted that moderate/severe ketonemia can occur within 7-12/13-21 hours.

    “Clinical studies and a simulation model similarly predicted that, following CSII interruption, moderate/severe hyperglycemia can occur within 5-9/6-14 hours, and clinical studies predicted that moderate/severe ketonemia can occur within 7-12/13-21 hours.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationown data

    The articles selected for extraction were limited to studies using insulin analogs (insulin lispro and insulin aspart), and faster-acting or slower-acting insulins might produce different results.

    “The articles that we selected for extraction ended up being limited to studies using insulin analogs (insulin lispro and insulin aspart), and faster-acting or slower-acting insulins might produce different results.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    None of the clinical studies followed participants until they developed severe hyperglycemia or severe ketonemia, so the times to these metabolic abnormalities are the result of extrapolating average rates of increase.

    “None of the clinical studies followed participants until they developed severe hyperglycemia or severe ketonemia, so our times to these metabolic abnormalities are the result of extrapolating average rates of increase.”
    Quote in the paperSubstantial claim
26 of 26
  • The authors state this as an assumption.

    For extrapolations, the starting BG concentration is 120 mg/dL, the starting BHB concentration is 0 mmol/L, and both analytes remain flat for 1 hour after suspension.

    “We assumed a starting BG concentration of 120 mg/dL and a starting BHB concentration of 0 mmol/L and a flat response by both analytes for 1 hour after suspension.”
  • The authors state this as an assumption.

    In the simulation, virtual participants are fasting at the moment of pump failure (no carbohydrate on board), have consistently received their usual basal insulin infusion rate before the occlusion, and consume no carbohydrates during the 16-hour simulation.

    “To simulate the occlusion events, the virtual participants were considered to be in fasting condition at the moment of pump delivery failure (no carbohydrate on board) and having consistently received their usual basal insulin infusion rate in the hours leading up to the occlusion event.”
    “during this time, the virtual subjects are assumed to have not consumed any carbohydrates.”
  • The paper relies on this without support.

    Glucose levels rise after insulin suspension because of insufficient insulinization, and this affects some persons with type 1 diabetes more than others.

    “Glucose levels rise because of insufficient insulinization, which affects some PwT1Ds more than others.”
  • The paper relies on this without support.

    Suspension of CSII is a valid model for insulin pump occlusion.

    “We identified eight relevant studies where BG and BHB (seven of these eight studies) were measured following suspension of CSII as a model for occlusion.”
4 of 4

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.

  • All eight studies are said to show BHB profiles, but one did not measure BHB

    Minor

    The Results section says all eight studies showed flat BG and BHB profiles, whereas the Abstract says BHB was measured in only seven of the eight studies.

  • Discussion gives a different minimum time to elevated BHB

    Minor

    The Discussion states that moderate or severe BHB elevation begins at 7.2 hours, while Table 3 reports 5.6 hours as the shortest time to the moderate BHB threshold.

  • Abstract ketonemia time ranges exclude the fastest study estimates

    Minor

    The Abstract gives 7-12 hours for moderate and 13-21 hours for severe ketonemia, but Table 3 gives minimum times of 5.6 and 9.6 hours, respectively.

3 of 3

Cites

Flagged first, then by citations

Research works printed but not linked: 1

  1. Covidence systematic review software. Accessed August 29 2024. www.covidence.org

Cited by

Sorted by citations

Authors
Klonoff, D. C., Ayers, A. T., Ho, C. N., Fabris, C., Villa-Tamayo, M. F., Allen, E., Cengiz, E., Ekhlaspour, L., Wong, J. C., Heineman, L., & Kohn, M. A.
Affiliations
  • San Mateo Medical Center (US)
  • Diabetes Technology Society (US)
  • University of Virginia (US)
  • University of California, San Francisco (US)
  • Science Consulting in Diabetes GmbH, Düsseldorf, Germany
Corresponding author
Klonoff, David C.
Venue
Journal of Diabetes Science and Technology
Published
2024-09-06
Volume
18
Issue
6
Pages
1472-1479
ISSN
1932-2968 (ISSN-L)
OpenAlex
W4402326458
Cited by
4
References
27
Citations by year
2025: 4
FWCI
1.10
Type
journal article
Language
en
Open access
Locations
  • Journal of Diabetes Science and Technology (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (submittedVersion)
Funders
National Institute of Diabetes and Digestive and Kidney Diseases (T32-DK-007161, K23 DK121942)
Topics
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
  • Health Sciences › Health Professions › Emergency Medical Services › Patient Safety and Medication Errors
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
Keywords
insulin pump therapy, type 1 diabetes, hyperglycemia, ketonemia, beta-hydroxybutyrate, blood glucose, computer simulation, metabolic complications
MeSH terms
Blood Glucose, Diabetes Mellitus, Type 1, Humans, Hyperglycemia, Hypoglycemic Agents, Insulin, Insulin Infusion Systems, Ketones, Time Factors, Diabetic Ketoacidosis

About these checks

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.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-13.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-13.

Cited sources are checked by gpt-6-sol.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review