ICD-10 Z-Code Health-Related Social Needs and Increased Healthcare Utilization
Abstract
Introduction Health-related social needs are known drivers of health and health outcomes, yet work to date to examine health-related social needs using ICD-10 Z-codes remains limited. This study seeks to evaluate the differences in the prevalence of conditions as well as utilization and cost between patients with and without health-related social needs. Methods Using the 2017 Florida State Emergency Department and State Inpatient Databases, this study identified patients with documented health-related social needs using ICD-10 Z-codes. The prevalence ratio was calculated for 14 conditions that are the leading causes of mortality and economic costs. In addition, ratios for the median total number of negative health events and total annual costs between patients with health-related social needs and those without health-related social needs across these conditions were calculated. Data analysis was conducted in 2021. Results Of 4,477,772 patients, 46,081 (1.0%) had documented health-related social needs and had 4 times the negative health events and 9.3 times the total annual costs. Trends of increased negative health events and costs were seen across all examined conditions; patients with health-related social needs had 2.5-3.5 times the negative health events and 2-18 times greater total costs. The biggest difference in negative health events was seen in patients with unintentional injuries and depression and psychoses (3.5 times for patients with health-related social needs),…
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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?
Prior studies using all-payer inpatient admission and EHR data observed that individuals with Z codes were younger or had higher prevalence of comorbidities.
“Prior studies using all-payer inpatient admission and EHR data observed that individuals with Z codes were younger or had higher prevalence of comorbidities23–25.”
From Documentation of individual-level social determinants of health among adults diagnosed with cancer in the United States (2025) · cites this paper as [25]
Cites
Area Deprivation Index Predicts Readmission Risk at an Urban Teaching Hospital
Hu, J., Kind, A. J. H., & Nerenz, D. (2018) · American Journal of Medical Quality · doi:10.1177/1062860617753063 · Cited by 389 · see citing works
Psychiatric Diagnoses and Risk of Suicide in Veterans
Ilgen, M. A., Bohnert, A. S. B., Ignacio, R. V., McCarthy, J. F., Valenstein, M. M., Kim, H. M., & Blow, F. C. (2010) · Archives of General Psychiatry · doi:10.1001/archgenpsychiatry.2010.129 · Cited by 311 · see citing works
Adoption of Social Determinants of Health EHR Tools by Community Health Centers
Gold, R., Bunce, A., Cowburn, S., Dambrun, K., Dearing, M., Middendorf, M., Mossman, N., Hollombe, C., Mahr, P., Melgar, G., et al. (2018) · The Annals of Family Medicine · doi:10.1370/afm.2275 · Cited by 252 · see citing works
Bayliss, E. A., Bonds, D. E., Boyd, C. M., Davis, M. M., Finke, B., Fox, M. H., Glasgow, R. E., Goodman, R. A., Heurtin-Roberts, S., Lachenmayr, S., et al. (2014) · The Annals of Family Medicine · doi:10.1370/afm.1643 · Cited by 225 · see citing works
Self-citationTruong, H. P., Luke, A. A., Hammond, G., Wadhera, R. K., Reidhead, M., & Joynt Maddox, K. E. (2020) · Medical Care · doi:10.1097/mlr.0000000000001418 · Cited by 203 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Social Determinants of Health–Related Z Codes and Health Care Among Patients With Hypertension
Lee, J. S., MacLeod, K. E., Kuklina, E. V., Tong, X., & Jackson, S. L. (2023) · AJPM Focus · doi:10.1016/j.focus.2023.100089 · Cited by 32 · see citing works
“…TaggedP Finally, to describe the patterns of healthcare use and patient characteristics associated with the presence of an SDOH-related Z code, 5,14,15 we summarized patient and encounter characteristics, strati fi ed by patients with an SDOH-related Z code versus those without an SDOH-related…”
Hendricks-Sturrup, R., Yankah, S. E., & Lu, C. Y. (2024) · Health affairs scholar · doi:10.1093/haschl/qxae046 · Cited by 19 · see citing works
“26,27,29,30,32,33,35,36 Among studies reporting trends based on geographic region, SDoH documentation was observed across all census regions (South, Midwest, Northeast, West) regardless of income quartile based on zip code.”
BackgroundGonzález-Colom, R., Carot-Sans, G., Vela, E., Espallargues, M., Hernández, C., Jiménez, F. X., Nicolás, D., Suárez, M., Torné, E., Villegas-Bruguera, E., et al. (2024) · BMC Health Services Research · doi:10.1186/s12913-024-10603-1 · Cited by 19 · see citing works
“…room visits, number of pharmacological prescriptions and the total healthcare expenditure), clinical and social risk factors (i.e., the morbidity burden, using the Adjusted Morbidity Groups [24, 25] (AMG) score, and the presence of active diagnoses related with health-related social needs [26]).”
MethodPatel, C. G., Williams, S., & Tao, G. (2022) · Journal of community health · doi:10.1007/s10900-022-01119-y · Cited by 17 · see citing works
Accuracy of ICD-10 Diagnostic Codes for Identifying Housing Instability
O'Brien, M. J., Owen, A. L., Langshur, S., Doblin, B., Hinami, K., Trick, W. E., & Liss, D. T. (2024) · JAMA Network Open · doi:10.1001/jamanetworkopen.2024.25919 · Cited by 16 · see citing works
Social Needs Identified by Diagnostic Codes in Privately Insured U.S. Adults
Liss, D. T., Cherupally, M., Kang, R. H., Aikman, C., Cooper, A. J., & O'Brien, M. J. (2022) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2022.07.009 · Cited by 16 · see citing works
Using Z Codes to Document Social Risk Factors in the Electronic Health Record
Baker, K. M., Hill, M. A., Goldberg, D. G., Kitsantas, P., Miller, K. E., Smith, K. M., & Hong, A. (2024) · Medical Care · doi:10.1097/mlr.0000000000002101 · Cited by 13 · see citing works
“22,23 The remaining studies were based on data extracted directly from an EHR (n = 6), 31,33,37,41,49,52 claims data (n = 7), 29,30,32,35,36,43,50 both EHR and claims (n = 1), 42 or a clinical data set (n = 4).”
Fiori, K., Levano, S. R., Haughton, J., Whiskey-Lalanne, R., Telzak, A., Hodgson, S., Spurrell-Huss, E., & Stark, A. (2023) · Journal of Clinical and Translational Science · doi:10.1017/cts.2023.652 · Cited by 11 · see citing works
“Patients with HRSNs also have higher emergency department utilization [4 – 6], higher hospital admissions [7,8], higher rates of hospital readmission [9], and higher rates of missed ambulatory appointments [10,11], which coincide with higher cost to the health system [12].”
BackgroundAn Increase in the Use of ICD-10 Z-Codes for Social Risks and Social Needs: 2015 to 2019
Bensken, W., Alberti, P. M., Baker, M. C., & Koroukian, S. (2023) · Population health management · doi:10.1089/pop.2022.0248 · Cited by 11 · see citing works
Self-citationHealth-Related Social Needs and Health Care Utilization in the Accountable Health Communities Model
Sidebottom, A., Martins, S. L., Vacquier, M., Dechaine, C., & Behrens, D. (2025) · JAMA Network Open · doi:10.1001/jamanetworkopen.2025.48036 · Cited by 10 · see citing works
Diagnosing social ills: Theorising social determinants of health as a diagnostic category.
Gutin, I. (2023) · Sociology of Health and Illness · doi:10.1111/1467-9566.13623 · Cited by 9 · see citing works
Use of ICD-10-CM Codes for Adverse Social Determinants of Health Across Health Systems
Llamocca, E. N., Ahmedani, B. K., Lockhart, E. A., Beck, A. L., Lynch, F. L., Negriff, S. L., Rossom, R. C., Sanchez, K., Sterling, S., Stults, C. D., et al. (2024) · Psychiatric Services · doi:10.1176/appi.ps.20240148 · Cited by 9 · see citing works
Hatef, E., Chang, H.-Y., Richards, T. M., Kitchen, C., Budaraju, J., Foroughmand, I., Lasser, E., & Weiner, J. P. (2024) · JMIR Formative Research · doi:10.2196/54732 · Cited by 8 · see citing works
Bensken, W., Vaca, G., Williams, S. M., Khan, O. I., Jobst, B., Stange, K., Sajatovic, M., & Koroukian, S. (2023) · Seizure · doi:10.1016/j.seizure.2023.06.021 · Cited by 8 · see citing works
Self-citationA Population Health Impact Pyramid for Health Care
Alberti, P. M., & Pierce, H. H. (2023) · Milbank Quarterly · doi:10.1111/1468-0009.12610 · Cited by 8 · see citing works
Self-citationUse Of Social Determinants Of Health Z Codes Was Sparse, 2016-22.
Aswani, M. S., Do, L., & Shafer, P. R. (2025) · Health Affairs · doi:10.1377/hlthaff.2024.01033 · Cited by 7 · see citing works
Predicting Social Determinants of Health in Patient Navigation: Case Study
Iacobelli, F., Yang, A., Tom, L., Leung, I. S., Crissman, J., Salgado, R., & Simon, M. A. (2022) · JMIR Formative Research · doi:10.2196/42683 · Cited by 7 · see citing works
“In recent years, several tools have emerged to help clinical care providers identify patients’ SDoHs, including the Protocol for Responding to and Assessing Patients’Assets, Risks, and Experiences; the Accountable Health Communities Health-Related Social Needs Screening Tool; and the International Classification of Di…”
BackgroundAssociation of Unmet Social Needs With Level of Capability in People With Persistent Knee Pain
Lin, E., Wagner, K., Trutner, Z. D., Brinkman, N., Koenig, K., Bozic, K., Haynes, A., & Jayakumar, P. (2023) · Clinical Orthopaedics and Related Research · doi:10.1097/corr.0000000000002554 · Cited by 6 · see citing works
“Consequently, healthcare systems are increasingly recognizing the importance of broadening their approach to healthcare delivery by encompassing risks influenced by an individual’s social circumstances and thereby reorienting health and social services toward comprehensive care models that account for social health [4…”
BackgroundA Call for Consistent Measurement Across the Social Determinants of Health Industry Landscape
Rudy, E., McNamara, K., Goldberg, Z. N., Parker, A., & Nash, D. (2022) · Population health management · doi:10.1089/pop.2022.0079 · Cited by 6 · see citing works
Hsu, C.-Y., Henderson, G., Slejko, J. F., Hussain, A., Swain, R. S., Kalesan, B., Huang, P.-L., & Onukwugha, E. (2025) · Scientific Reports · doi:10.1038/s41598-025-13825-3 · Cited by 5 · see citing works
Physician Perspectives on Z Codes for Social Determinants of Health Screening
Enich, M., & Tiderington, E. (2025) · Journal of General Internal Medicine · doi:10.1007/s11606-025-09548-w · Cited by 5 · see citing works
“Across all indicators, people who have Z codes for social needs documented in their medical records have four times the negative health consequences and 9.3 times the cost compared to those who do not 15 .”
InfluentialMormer, E., Berkeley, S. B. J., Johnson, A., Ressel, K., Zhang, S., Pastva, A., Bushnell, C., Duncan, P., & Freburger, J. (2024) · Archives of Rehabilitation Research and Clinical Translation · doi:10.1016/j.arrct.2024.100358 · Cited by 5 · see citing works
“21 To date, Z code use has been low, occurring in < 2% of samples studied, 61,62 questioning its utility for health equity researchers and clinicians.”
BackgroundA Multicenter Retrospective Database Evaluation of Pediatric Patients Diagnosed With Tinea Capitis
Mazur, L. E., Tian, Z., Shedlock, K. E., Zurca, A. D., Zhou, S.-H., Thomas, N. J., & Krawiec, C. (2023) · The Permanente Journal · doi:10.7812/tpp/23.070 · Cited by 5 · see citing works
“25 27 Further study is needed to understand the reasons for the low usage rates of SDoh diagnostic codes and to develop strategies to improve their use.”
BackgroundSurgeon Understanding and Perceptions of Social Determinants of Health.
Sullivan, G. A., Gely, Y., Palmisano, Z. M., Donaldson, A., Rangel, M., Gulack, B., Johnson, J. K., & Shah, A. N. (2023) · Journal of Surgical Research · doi:10.1016/j.jss.2023.08.050 · Cited by 4
de la Vega, P. B., Ashe, E. M., Xuan, Z.-M., Gast, V., Saint-Phard, T., Brody-Fialkin, J., Okonkwo, F., Power, J., Wang, N., Lyons, C. B., et al. (2023) · JAMA Network Open · doi:10.1001/jamanetworkopen.2022.50004 · Cited by 4
Fernandes, S., Pauly, V., Klay, S., Orléans, V., Brousse, Y., Tran, B., Rahmati, M., Yon, D., Smith, L., Fond, G., et al. (2025) · BMC Public Health · doi:10.1186/s12889-025-23442-4 · Cited by 3 · see citing works
Silverman, A. R. C., Chung, P. J., Gould, M. K., Ngo-Metzger, Q., Tauali'i, M., Mosen, D. M., Duggan, M. C., & Nocon, R. S. (2025) · Journal of general internal medicine · doi:10.1007/s11606-025-09647-8 · Cited by 3 · see citing works
Enich, M., Chakravarty, S., Palatucci, J. S., & Cantor, J. C. (2025) · AJPM Focus · doi:10.1016/j.focus.2025.100354 · Cited by 3 · see citing works
Krishnan, V., Trautmann, S., Sullivan, G. A., Chaudhry, T., Coogan, A., Gulack, B. C., & Shah, A. N. (2025) · American Journal of Surgery · doi:10.1016/j.amjsurg.2025.116280 · Cited by 3
Psychosocial Profiles of Older Adults by Dentition Status and Dental Utilization HistoryPreprint
Finlayson, T., Moss, K., Jones, J. A., Preisser, J., & Weintraub, J. (2024) · medRxiv · doi:10.1101/2024.05.05.24306865 · Cited by 3 · see citing works
Cook, B., Rastegar, J. S., & Patel, N. (2024) · Medical Care Research and Review · doi:10.1177/10775587231222583 · Cited by 3 · see citing works
“Among these non-allowable covariates are health-related social needs (HRSNs), which are social conditions associated with higher disease prevalence, poorer disease management, and increased health care costs (Bensken et al., 2021, 2022).”
BackgroundAssociation Between ICD-10 Codes for Social Needs and Subsequent Emergency and Inpatient Use
Liss, D. T., Kang, R. H., Cherupally, M., Cooper, A. J., Barreto-Parra, P.-N., Aikman, C., & O'Brien, M. J. (2023) · Medical Care · doi:10.1097/mlr.0000000000001948 · Cited by 3 · see citing works
“11 While Z code use remains low 12,13 — likely due to the largely voluntary nature of these codes —”
BackgroundMethodResultInfluentialFive years of Hospital at Home adoption in Catalonia: impact and challengesPreprint
González-Colom, R., Carot-Sans, G., Vela, E., Espallargues, M., Hernández, C., Jiménez, F. X., Nicolas, D., Suárez, M., Torné, E., Villegas-Bruguera, E., et al. (2023) · medRxiv · doi:10.1101/2023.01.25.23284997 · Cited by 3 · see citing works
Psychosocial profiles of older adults by dentition Status and dental utilisation history
Finlayson, T. L., Moss, K., Jones, J. A., Preisser, J. S., & Weintraub, J. A. (2025) · Community Dentistry and Oral Epidemiology · doi:10.1111/cdoe.13040 · Cited by 2 · see citing works
Hsu, H., Iqbal, D. N., Feuerstein, S., Paul, D., Wahler, R. G., Daly, C. J., Singh, R., & Jacobs, D. M. (2025) · Journal of general internal medicine · doi:10.1007/s11606-025-09887-8 · Cited by 2 · see citing works
Social needs and hospital readmission in persons living with HIV
Zhou, G.-J., Mintz, L., Schiltz, N., Spilsbury, J. C., Bensken, W., Osazuwa-Peters, N., & Koroukian, S. (2025) · Scientific Reports · doi:10.1038/s41598-025-96069-5 · Cited by 2 · see citing works
“…et al.. showed a dose-response association between HRSN and readmission rates, as well as negative health events at the national level 16 , including hospitalizations and visits to the emergency department 17 , highlighting the importance of these factors in adverse healthcare utilization outcomes.”
Self-citationFiori, K. P., Levano, S. R., Colman, S., Oliveira, J., Haughton, J., Lemberg, M., Chambers, E. C., Telzak, A., Spurrell-Huss, E., Sirois, A., et al. (2024) · Journal of Ambulatory Care Management · doi:10.1097/jac.0000000000000515 · Cited by 2 · see citing works
“Previous research analyzing the baseline costs associated with HRSNs is limited due to sample size (Sterling et al., 2018), selected HRSN measures (Bensken et al., 2022), and selected costing approaches (Falconi et al., 2023).”
Tilve, R., Zhou, G.-J., Maigrot, J.-L. A., Koroukian, S., Soltesz, E. G., & Bensken, W. (2026) · Population health management · doi:10.1177/19427891261428802 · Cited by 1 · see citing works
“19,20 Given the demonstrated effects, individual social vulnerability could be a valuable factor in risk prediction for patients undergoing cardiac surgery.”
Self-citationAbou-Mrad, T., Khalid, S. I., Mirpuri, P., & Charbel, F. (2025) · Neurology Clinical Practice · doi:10.1212/cpj.0000000000200494 · Cited by 1 · see citing works
Association of Hospital-Based Social Needs Interventions with Potentially Preventable Admissions
Knox, M. J., Brewster, A. L., Ahern, J., Shortell, S. M., Hague, E. L., & Rodríguez, H. P. (2025) · Journal of General Internal Medicine · doi:10.1007/s11606-024-09203-w · Cited by 1 · see citing works
Hendricks-Sturrup, R., Yankah, S. E., & Lu, C. Y. (2024) · Frontiers in Genetics · doi:10.3389/fgene.2024.1444084 · Cited by 1 · see citing works
“Recent studies show SDoH Z code documentation is presently low, particularly in mental health settings (Bensken et al., 2022; Heidari et al., 2023; Hendricks-Sturrup et al., 2024).”
BackgroundJia, M.-Q., Dong, H.-B., Fiori, K. P., Adamson, E., Zhang, M.-Y., Tanner, D., Weeks, W. B., Speyer, P., Aerts, A., & Zhang, Y.-K. (2026) · Journal of general internal medicine · doi:10.1007/s11606-026-10908-3
Artus, K., Anand, L., Yanoff, Z., & Shoap, S. (2026) · Arthroplasty Today · doi:10.1016/j.artd.2026.102131
“…but vary in classification and predictive performance [11,12], whereas patient-level measures like ICD-10-CM SDoH Z codes (Z55 — Z65) provide more direct documentation of social risk but are underutilized and susceptible to documentation bias, potentially distorting observed associations [13-17].”
Hastanelerde Hasta Fatura Tutarına Etki Eden Faktörler
Korku, C., Yıldız, A., & Teleş, M. (2026) · Sosyal Güvenlik Dergisi · doi:10.32331/sgd.1971691
Psychosocial adversity captured by ICD-10 Z-codes and mortality risk: evidence from the UK Biobank.
Beydoun, M., Beydoun, H. A., Tsai, J., Turney, I., Meirelles, O. D., Huang, T.-Y., Hooten, N. N., Launer, L., Evans, M. K., & Zonderman, A. (2026) · GeroScience · doi:10.1007/s11357-026-02368-8
Analyzing pediatric department documentation of patient social needs with ICD-10 Z-codes
Akinwunmi, O. J., Galusha, D. H., Hooper, B., Oladele, C., Nuñez-Smith, M., Wang, K., & Calhoun, C. L. (2026) · BMC Health Services Research · doi:10.1186/s12913-026-14758-x
“Prior studies have found that patients with documented Z-codes have increased negative health events as well as higher healthcare utilization, total annual healthcare costs, and readmission rates [16–18].”
Under-Documentation of Z-Codes in Hospitalizations of Homeless Shelter Users in New York City.
Alsabahi, L., Zhilkova, A., Baker, M. C., Maru, D., & Tsao, T.-Y. (2026) · Health Services Research · doi:10.1111/1475-6773.70142
Hatef, E., Kitchen, C., Richards, T. M., Martin, B., Lopes, N., & Lehmann, H. P. (2026) · JAMIA Open · doi:10.1093/jamiaopen/ooag114
Tilve, R., Zhou, G.-J., Khan, S. T., Koroukian, S., Deren, M. E., & Piuzzi, N. S. (2026) · Archives of Orthopaedic and Trauma Surgery · doi:10.1007/s00402-026-06322-3
“Based on previous studies, ICD-10 Z-codes for health-related social needs were classified into five major domains of SV: employment, family, hous - ing, psychosocial needs, and socioeconomic status (SES) (Online Resource Table S2) [38].”
Self-citationYoo, M., Chapman, A. B., Suo, Y., Byrne, T., Montgomery, A., & Nelson, R. E. (2026) · Journal of Rural Health · doi:10.1111/jrh.70167
“ICD codes used to document social determinants, including homelessness and housing instability, are not consistently recorded in clinical documentation [ 31, 32 ].”
Pereira, L. D., Nääs, I. D. A., Monteiro, V. A., Marzoque, H. J., & de Alencar, M. D. C. B. (2026) · Safety · doi:10.3390/safety12010018
Sandelich, S., Buresh, C., Axson, S., Linn, B. K., & Mareboina, M. (2025) · Journal of Affective Disorders · doi:10.1016/j.jad.2025.120808
Screening for Health-Related Social Needs Among Inpatient Adults at an Academic Medical Center
Carter, J., Rehman, N., Amobi, A., Swack, N., Otaki, Y., Rajakumar, B., & Marzouk, S. (2025) · Journal of General Internal Medicine · doi:10.1007/s11606-025-09848-1
Lo, S.-W., Ko, A., Lin, J. C., & Tu, Y.-F. (2025) · Diabetes, obesity and metabolism · doi:10.1111/dom.16396
Finlayson, T. L., Alcaraz, C. G., Malcarne, V. L., Ryder, M. I., Ayala, G. X., Martinez, L. S., Schiaffino, M. K., Hoeft, K. S., Gansky, S. A., Dougherty, E., et al. (2025) · BMC Oral Health · doi:10.1186/s12903-025-05880-z · Cited by 1 · see citing works
“Health providers are beginning to document social needs in electronic health records [77].”
Wooten, R., McKinnond, A., Hussaini, S. S., Brooks, A., Jensen, C. T., Stonerook, E., & Gillette, C. (2025) · medRxiv · doi:10.1101/2025.04.03.25325190
- Authors
- Bensken, W. P., Alberti, P. M., Stange, K. C., Sajatovic, M., & Koroukian, S. M.
- Affiliations
- Case Western Reserve University (US)
- Association of American Medical Colleges (US)
- Case Comprehensive Cancer Center (US)
- University Hospitals of Cleveland (US)
- Corresponding author
- Bensken, Wyatt P.
- Venue
- American Journal of Preventive Medicine
- Publisher
- Elsevier BV
- Published
- 2022-04
- Volume
- 62
- Issue
- 4
- Pages
- e232-e241
- ISSN
- 0749-3797 (ISSN-L)
- OpenAlex
- W4200258009
- Cited by
- 58
- References
- 0
- Citations by year
- 2026: 11 · 2025: 19 · 2024: 12 · 2023: 13 · 2022: 3
- FWCI
- 3.87
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- American Journal of Preventive Medicine (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Cancer Institute (P30CA043703)
- National Institute of Nursing Research (R15NR017792)
- National Institute of Dental and Craniofacial Research (UH3DE025487)
- Topics
- Social Sciences › Health › Health disparities and outcomes
- Health Sciences › Health Professions › Health Information Management › Medical Coding and Health Information
- Health Sciences › Medicine › Emergency Medicine › Emergency and Acute Care Studies
- Keywords
- health-related social needs, health care utilization, health care costs, emergency department visits, hospitalization, unintentional injuries, depression, psychosis
- MeSH terms
- Emergency Service, Hospital, Humans, Patient Acceptance of Health Care, Retrospective Studies, Prevalence, Databases, Factual, Health Care Costs, International Classification of Diseases
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.
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