Cited by 20Antifungal resistance and susceptibilityFungal Infections and StudiesInfective Endocarditis Diagnosis and Management

Treatment practices for adults with candidemia at 9 active surveillance sites—United States, 2017–2018.

Open access
Gold, Jeremy A W, Seagle, Emma E, Nadle, Joelle, Barter, Devra M, Czaja, Christopher A, Johnston, Helen, Farley, Monica M, Thomas, Stepy +14 more·2021·Clinical Infectious Diseases

Abstract

Background: Candidemia is a common opportunistic infection causing substantial morbidity and mortality. Because of an increasing proportion of non-albicans Candida species and rising antifungal drug resistance, the Infectious Diseases Society of America (IDSA) changed treatment guidelines in 2016 to recommend echinocandins over fluconazole as first-line treatment for adults with candidemia. We describe candidemia treatment practices and adherence to the updated guidelines. Methods: During 2017–2018, the Emerging Infections Program conducted active population-based candidemia surveillance at 9 US sites using a standardized case definition. We assessed factors associated with initial antifungal treatment for the first candidemia case among adults using multivariable logistic regression models. To identify instances of potentially inappropriate treatment, we compared the first antifungal drug received with species and antifungal susceptibility testing (AFST) results from initial blood cultures. Results: Among 1835 patients who received antifungal treatment, 1258 (68.6%) received an echinocandin and 543 (29.6%) received fluconazole as initial treatment. Cirrhosis (adjusted odds ratio = 2.06; 95% confidence interval, 1.29–3.29) was the only underlying medical condition significantly associated with initial receipt of an echinocandin (versus fluconazole). More than one-half (n = 304, 56.0%) of patients initially treated with fluconazole grew a non-albicans species. Among 265 patients initially treated with fluconazole and with fluconazole AFST results, 28 (10.6%) had a fluconazole-resistant isolate. Conclusions: A substantial proportion of patients with candidemia were initially treated with fluconazole, resulting in potentially inappropriate treatment for those involving non-albicans or fluconazole-resistant species. Reasons for nonadherence to IDSA guidelines should be evaluated, and clinician education is needed.

Integrity signals

Registry

Crossref · 10.1093/cid/ciab512

Cites

31 of 31 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 32 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    Among patients with available in-hospital mortality data (n=1795, 99.7%), a higher percentage of those initially treated with an echinocandin died during hospitalization (28.3%) than those initially treated with fluconazole (16.1%) (P < .0001).

    “Among patients with available in-hospital mortality data (n = 1795, 99.7%), a higher percentage of patients who received an echinocandin (n = 355, 28.3%) versus fluconazole (n = 87, 16.1%) as initial treatment died during their candidemia-associated hospitalization (P < .0001).”
    Quote in the paperNot a substantial claim
  • Findingown data

    Of the 2271 index cases, 1835 received an antifungal drug for candidemia treatment.

    “For the index cases of these 2271 patients, 1835 received an antifungal drug for candidemia treatment.”
    Quote in the paperSubstantial claim
  • Findingown data

    In bivariate analysis, echinocandin recipients were less likely to have had a recent hospitalization within 90 days before candidemia than fluconazole recipients (53.5% vs 59.5%, P = .0190).

    “Patients who received an echinocandin were less likely to have had a recent hospitalization (within 90 days before candidemia) than were patients who received fluconazole (n = 673, [53.5%] versus n = 323 [59.5%], P = .0190).”
    Quote in the paperNot a substantial claim
  • Findingown data

    In bivariate analysis, echinocandin recipients were more likely to have cirrhosis (110, 8.7%) than fluconazole recipients (23, 4.2%) (P = .0008).

    “In bivariate analyses comparing initial antifungal treatment, patients who received an echinocandin were more likely to have cirrhosis (n = 110, 8.7%) than were patients who received fluconazole (n = 23, 4.2%) (P = .0008) (Table 1).”
    Quote in the paperNot a substantial claim
  • Findingown data

    In a multivariable logistic regression model adjusting for age, cirrhosis, recent hospitalization, and surveillance site were the only factors significantly associated with receipt of an echinocandin versus fluconazole.

    “In a multivariable logistic regression model adjusting for age, cirrhosis, recent hospitalization, and surveillance site were the only factors significantly associated with receipt of an echinocandin versus fluconazole (Table 2).”
    Quote in the paperSubstantial claim
  • May combine two claims. 17
  • Classified as probably not a substantial claim. 12
  • May combine two claims.

    Findingown data

    Among 1835 treated patients, 1258 (68.6%) received an echinocandin and 543 (29.6%) received fluconazole as initial treatment.

    “Among 1835 patients who received antifungal treatment, 1258 (68.6%) received an echinocandin and 543 (29.6%) received fluconazole as initial treatment.”
    • Also stated in: § Initial Antifungal Treatment · plain
      “Initial antifungal treatments included an echinocandin (n = 1258, 68.6%), fluconazole (n = 543, 29.6%), and other drugs (eg, amphotericin, non-fluconazole triazole) (n = 34, 1.9%); 436 patients received no antifungal treatment (Figure 1).”
    • Also stated in: § DISCUSSION · plain
      “Our analysis of candidemia treatment practices at 9 US surveillance sites found that most adult patients received an echinocandin rather than fluconazole as initial treatment for candidemia.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    There were no significant differences between initial echinocandin and fluconazole groups in age group, sex, race/ethnicity, diabetes, transplant status, solid organ malignancy, neutropenia, history of fluconazole prophylaxis, or time in long-term acute care/long-term care facility.

    “There were no significant differences in the proportion of patients who received an echinocandin versus fluconazole by age group, sex, race/ethnicity, diabetes, transplant status, solid organ malignancy, neutropenia, history of fluconazole prophylaxis (within 14 days before candidemia), and time spent at a long-term acute care hospital or long-term care facility within 90 days before candidemia”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Among adult candidemia patients at EIP sites in 2017-2018, 436 received no antifungal treatment and 34 received other drugs as initial treatment.

    “Initial antifungal treatments included an echinocandin (n = 1258, 68.6%), fluconazole (n = 543, 29.6%), and other drugs (eg, amphotericin, non-fluconazole triazole) (n = 34, 1.9%); 436 patients received no antifungal treatment (Figure 1).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Fewer than half of patients (720, 40.0%) received echinocandin AFST, with site-specific percentages ranging from 5.3% to 95.1%.

    “Fewer than half of patients (n = 720 [40.0%]) received echinocandin AFST, with site-specific percentages ranging from 5.3% to 95.1%.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Of 543 patients initially treated with fluconazole, 304 (56.0%) grew a non-albicans species, including 145 with C glabrata, 76 with C parapsilosis, and 9 with C krusei.

    “More than one-half (n = 304, 56.0%) of patients initially treated with fluconazole grew a non-albicans species.”
    • Also stated in: § Antifungal Drug Choice by Species and Antifungal Susceptibility · plain
      “Of 543 patients treated initially with fluconazole, 304 (56.0%) grew a non-albicans species, including 145 patients with C glabrata, 76 with C parapsilosis, and nine with C krusei (Table 3).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Among 265 patients initially treated with fluconazole who received fluconazole AFST, 28 (10.6%) had fluconazole-resistant isolates; of these 28, 19 were switched to echinocandin, 3 to another drug class, and 6 were not switched.

    “Among 265 patients initially treated with fluconazole and with fluconazole AFST results, 28 (10.6%) had a fluconazole-resistant isolate.”
    • Also stated in: § Antifungal Drug Choice by Species and Antifungal Susceptibility · plain
      “Among 265 patients initially treated with fluconazole and that received fluconazole AFST, 28 (10.6%) were ultimately found to have fluconazole-resistant isolates; of these 28 patients, 19 were switched to echinocandin, three were switched to another drug class, and six were not switched.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Echinocandin AFST was performed for 226 (42.6%) of 530 patients with C glabrata and for 103 (43.5%) of 237 patients with C parapsilosis.

    “Echinocandin AFST was performed for 226 (42.6%) of 530 patients with C glabrata and for 103 (43.5%) of 237 patients with C parapsilosis.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Among 1801 patients treated with either an echinocandin or fluconazole, 968 (53.7%) received fluconazole AFST, with site-specific proportions ranging from 11.5% to 95.1%.

    “Among the 1801 patients treated with either an echinocandin or fluconazole, 968 (53.7%) received fluconazole AFST, and this proportion ranged substantially across surveillance sites from 11.5% to 95.1% (Figure 2).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Of 226 patients switched from fluconazole to an echinocandin, 157 (69.5%) grew a non-albicans Candida species and 110 (48.7%) had fluconazole AFST performed.

    “Of the 226 patients who were switched from fluconazole to an echinocandin, 157 (69.5%) grew a non-albicans Candida species and 110 (48.7%) had fluconazole AFST preformed.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Among 539 patients switched from an echinocandin to fluconazole, 263 (48.8%) grew a non-albicans Candida species and 328 (60.9%) had fluconazole AFST performed.

    “Among 539 patients who were switched from an echinocandin to fluconazole, 263 (48.8%) grew a non-albicans Candida species and 328 (60.9%) had fluconazole AFST performed.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The odds of receiving an echinocandin versus fluconazole as initial treatment varied significantly by surveillance site (P < .0001), with patients from certain sites having over twice the odds compared with others.

    “The odds of receiving an echinocandin versus fluconazole as initial treatment varied significantly by surveillance site (P < .0001), with patients from certain sites having over twice the odds of receiving an echinocandin compared with others.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The study used standardized case report forms to collect demographic and clinical data.

    “Surveillance personnel used standardized case report forms to collect demographic and clinical data from medical and laboratory records.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductnone given

    EIP surveillance data lack information on why patients were switched between drug classes, how clinicians use site-specific antibiograms or local species data, and timing of species/AFST results.

    “Further, EIP surveillance data lack information regarding why patients were switched from one drug class to another, how clinicians might use site-specific antibiograms or local candidemia species data, and information regarding the timing of when clinicians receive results of species testing and AFST.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    The study used active population-based candidemia surveillance at 9 US sites with a standardized case definition.

    “During 2017–2018, the Emerging Infections Program conducted active population-based candidemia surveillance at 9 US sites using a standardized case definition.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductcitation

    AFST results were interpreted using species-specific CLSI breakpoints.

    “AFST results were interpreted based on species-specific Clinical and Laboratory Standards Institute breakpoints [19], and isolates were classified as resistant, not resistant, or no interpretation if a species with no Clinical and Laboratory Standards Institute–defined breakpoint was tested.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [19] Clinical and Laboratory Standards Institute., 2020

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Premisecitation

    The appropriate role for empiric antifungal therapy for suspected candidemia remains controversial.

    “The appropriate role for empiric antifungal therapy for suspected candidemia remains controversial, and further investigation of this topic is needed [29].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [29] Timsit, 2016, Empirical micafungin treatment and survival without invasive fungal infection in adults with ICU-acquired sepsis, Candida colonization, and multiple organ failure: the EMPIRICUS randomized clinical trial, JAMA source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    Echinocandin AFST is not recommended for all bloodstream Candida isolates.

    “Compared with fluconazole AFST, echinocandin AFST was performed less frequently, which is expected because echinocandin AFST is not recommended for all bloodstream isolates [13].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [13] Pappas, 2016, Clinical practice guideline for the management of candidiasis: 2016 update by the infectious diseases society of America, Clin Infect Dis source

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Treatment delays likely occurred because of non-specific clinical presentation, low sensitivity of blood cultures, and time needed to detect Candida in blood cultures.

    “These possible treatment delays likely occurred because of the non-specific clinical presentation of candidemia, low sensitivity of blood cultures for candidemia detection, and the time needed to detect Candida in blood cultures [15, 27].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [15] Clancy, 2013, Finding the “missing 50%” of invasive candidiasis: how nonculture diagnostics will improve understanding of disease spectrum and transform patient care, Clin Infect Dis source

      Not checked in the free run.

    • cites [27] Guery, 2009, Management of invasive candidiasis and candidemia in adult non-neutropenic intensive care unit patients: part I. Epidemiology and diagnosis, Intensive Care Med source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    IDSA guidelines strongly recommend performing fluconazole AFST on all bloodstream Candida isolates.

    “IDSA guidelines also strongly recommend performing fluconazole antifungal susceptibility testing (AFST) on all bloodstream Candida isolates because of the emergence of fluconazole resistance.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [13] Pappas, 2016, Clinical practice guideline for the management of candidiasis: 2016 update by the infectious diseases society of America, Clin Infect Dis source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    IDSA guidelines consider fluconazole an acceptable alternative to an echinocandin as initial therapy in noncritically ill patients and patients unlikely to have a fluconazole-resistant Candida species.

    “IDSA changed treatment guidelines in 2016 to strongly recommend echinocandins instead of fluconazole as the initial treatment of candidemia in all adults; the guidelines consider fluconazole to be an acceptable alternative to an echinocandin as initial therapy in noncritically ill patients and patients considered unlikely to have a fluconazole-resistant Candida species [13].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [13] Pappas, 2016, Clinical practice guideline for the management of candidiasis: 2016 update by the infectious diseases society of America, Clin Infect Dis source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable).

    Premisecitation

    AFST results can be an important adjunct in clinical decision-making.

    “Our findings also suggest an opportunity for increased use of AFST because AFST results can be an important adjunct in clinical decision-making [30].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [30] Sanguinetti, 2018, Susceptibility testing of fungi to antifungal drugs, J Fungi source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    Species and drug-resistance patterns vary substantially by geography, facility, and even among units within the same facility.

    “Species and drug- resistance patterns are known to vary substantially by geography, facility, and even among units within the same facility [24, 25].”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [24] Pfaller, 2011, Candida bloodstream infections: comparison of species distribution and resistance to echinocandin and azole antifungal agents in intensive care unit (ICU) and non-ICU settings in the SENTRY antimicrobial surveillance program (2008–2009), Int J Antimicrob Agents source

      Not checked in the free run.

    • cites [25] Pfaller, 2011, Candida bloodstream infections: comparison of species distributions and antifungal resistance patterns in community-onset and nosocomial isolates in the SENTRY antimicrobial surveillance program, 2008–2009, Antimicrob Agents Chemother source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    IDSA guidelines recommend echinocandin AFST for C glabrata and C parapsilosis bloodstream isolates.

    “The guidelines further recommend echinocandin AFST for C glabrata and C parapsilosis bloodstream isolates because of emerging resistance in these species [13].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [13] Pappas, 2016, Clinical practice guideline for the management of candidiasis: 2016 update by the infectious diseases society of America, Clin Infect Dis source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The proportion of infections caused by non-albicans species has increased in recent decades.

    “In the United States, Candida albicans is the most common species causing candidemia, but the proportion of infections caused by non-albicans species has increased in recent decades [5, 6].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [5] Lockhart, 2012, Species identification and antifungal susceptibility testing of Candida bloodstream isolates from population-based surveillance studies in two U.S. cities from 2008 to 2011, J Clin Microbiol source

      Not checked in the free run.

    • cites [6] Toda, 2019, Population-based active surveillance for culture-confirmed candidemia—four sites, United States, 2012–2016, MMWR Surveill Summ source

      Not checked in the free run.

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

    Premisecitation

    AFST results, if available, may be used to guide step-down treatment decisions and identify instances where treatment may be ineffective.

    “AFST results, if available, may also be used to guide step-down treatment decisions and identify instances where treatment may be ineffective [17].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [17] Shah, 2011, Evaluation of antifungal therapy in patients with candidaemia based on susceptibility testing results: implications for antimicrobial stewardship programmes, J Antimicrob Chemother source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Because it generally takes at least 2-4 days after blood culture collection to detect and identify Candida species, and because access to AFST may be limited or delayed, clinicians usually select initial antifungal treatment based on local species epidemiology, antifungal resistance patterns, and individual patient factors.

    “Because it generally takes at least 2–4 days after blood culture collection to detect and identify Candida species, and because access to AFST may be limited or delayed, clinicians usually select initial antifungal treatment based on local species epidemiology, antifungal resistance patterns, and individual patient factors [13–16].”
    Quote in the paperNot a substantial claim0 of 4 sources checked
    • cites [13] Pappas, 2016, Clinical practice guideline for the management of candidiasis: 2016 update by the infectious diseases society of America, Clin Infect Dis source

      Not checked in the free run.

    • cites [14] Vallabhaneni, 2017, Antifungal susceptibility testing practices at acute care hospitals enrolled in the national healthcare safety network, United States, 2011–2015, Open Forum Infect Dis source

      Not checked in the free run.

    • cites [15] Clancy, 2013, Finding the “missing 50%” of invasive candidiasis: how nonculture diagnostics will improve understanding of disease spectrum and transform patient care, Clin Infect Dis source

      Not checked in the free run.

    • cites [16] Safavieh, 2017, Advances in Candida detection platforms for clinical and point-of-care applications, Crit Rev Biotechnol source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Retrospective studies have suggested that empiric antifungal therapy might improve survival for select high-risk patients.

    “Although retrospective studies have suggested that empiric antifungal therapy might improve survival for select high-risk patients [28]”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [28] Parkins, 2007, Adequacy of empirical antifungal therapy and effect on outcome among patients with invasive Candida species infections, J Antimicrob Chemother source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Echinocandin use for candidemia treatment was increasing and fluconazole use decreasing during 2012-2016, even before the 2016 IDSA guidelines changed.

    “Even before the IDSA guidelines changed in 2016, echinocandin use for candidemia treatment was increasing, whereas fluconazole use was decreasing during 2012–2016 [6].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [6] Toda, 2019, Population-based active surveillance for culture-confirmed candidemia—four sites, United States, 2012–2016, MMWR Surveill Summ source

      Not checked in the free run.

28 of 28

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • The low percentage of echinocandin treatment likely occurred because certain patients died before treating providers knew about the candidemia diagnosis or because of low awareness of echinocandins as preferred first-line therapy.

    “However, similar to surveillance findings during 2012–2016 (3), only 49.8% of candidemia cases involved echinocandin treatment, likely because certain patients died before treating health care providers knew about the candidemia diagnosis or because of low awareness of echinocandins as the preferred first-line therapy for most candidemia patients (26).”

    From Population-Based Active Surveillance for Culture-Confirmed Candidemia — 10 Sites, United States, 2017–2021 (2025) · cites this paper as [26]

    The paper states that 2016 guidelines recommend echinocandins as initial treatment for most adults with candidemia (guideline discussion; page unavailable). Its Results report patients who received no antifungal treatment, and its Discussion addresses diagnostic delays, but neither passage attributes low echinocandin use to patients dying before providers learned the diagnosis or to low awareness of the recommendation. (LLM, conf=0.82)

    Experimental — accuracy not yet measured

Cites

Flagged first, then by citations

Research works printed but not linked: 1

  1. Clinical and Laboratory Standards Institute., 2020, M60 performance standards for antifungal susceptibility testing of yeasts

Cited by

Sorted by citations

Authors
Gold, J. A. W., Seagle, E. E., Nadle, J., Barter, D. M., Czaja, C. A., Johnston, H., Farley, M. M., Thomas, S., Harrison, L. H., Fischer, J., Pattee, B., Mody, R. K., Phipps, E. C., Davis, S. S., Tesini, B. L., Zhang, A. Y., Markus, T. M., Schaffner, W., Lockhart, S. R., Vallabhaneni, S., Jackson, B. R., & Lyman, M.
Affiliations
  • Centers for Disease Control and Prevention (US)
  • California Emerging Infections Program, Oakland, California, USA
  • Colorado Department of Public Health and Environment (US)
  • Emory University (US)
  • Johns Hopkins University (US)
  • Minnesota Department of Health (US)
  • New Mexico Emerging Infections Program, Albuquerque, New Mexico, USA
  • University of Rochester Medicine (US)
  • Oregon Health Authority (US)
  • Vanderbilt University Medical Center (US)
Corresponding author
Gold, Jeremy A W
Venue
Clinical Infectious Diseases
Published
2021-06-03
Volume
73
Issue
9
Pages
1609-1616
ISSN
  • 1058-4838 (ISSN-L)
  • 1537-6591
OpenAlex
W3165035450
Cited by
20
References
31
Citations by year
2026: 4 · 2025: 4 · 2024: 2 · 2023: 6 · 2022: 4
FWCI
0.95
Type
journal article
Language
en
Open access
Locations
  • Clinical Infectious Diseases (publishedVersion, public-domain)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
Funders
Centers for Disease Control and Prevention (CDC-RFA-CK17-1701)
Topics
  • Health Sciences › Medicine › Infectious Diseases › Antifungal resistance and susceptibility
  • Health Sciences › Medicine › Epidemiology › Fungal Infections and Studies
  • Health Sciences › Medicine › Epidemiology › Infective Endocarditis Diagnosis and Management
Keywords
candidemia, echinocandins, fluconazole, non-albicans Candida, fluconazole resistance, antifungal susceptibility testing, guideline adherence, liver cirrhosis, opportunistic fungal infection
MeSH terms
Adult, Antifungal Agents, Candida, Humans, Microbial Sensitivity Tests, United States, Fluconazole, Echinocandins, Watchful Waiting, Candidemia

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 2026-10-05.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-05.

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