{"id":"W4385329896","doi":"10.1001/jamahealthforum.2023.2253","title":"Preparing for the <i>International Classification of Diseases, 11th Revision (ICD-11)</i> in the US Health Care System","year":2023,"lang":"en","type":"article","venue":"JAMA Health Forum","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006392951,0.0001379444,0.0003539163,0.0001896714,0.001739954,0.00002464607,0.000529868,0.0001536305,0.000009578835],"category_scores_gemma":[0.0007967433,0.00008327576,0.00009451092,0.0005161063,0.00003846217,0.0001733327,0.000100757,0.0005512833,0.00005655842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016443,"about_ca_system_score_gemma":0.001796124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00232641,"about_ca_topic_score_gemma":0.001992804,"domain_scores_codex":[0.9958501,0.0007071335,0.001634203,0.0002507968,0.0007385567,0.0008192235],"domain_scores_gemma":[0.9959915,0.001930847,0.001099184,0.0005217601,0.000246341,0.0002103367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002185641,0.00005078721,0.08618666,0.01797863,0.00001406796,4.693853e-7,0.02538683,0.0001920479,0.000001668741,0.06578542,0.7010212,0.1031637],"study_design_scores_gemma":[0.001526481,0.0001947191,0.1482571,0.002574306,0.000009309542,0.000001590951,0.08299034,0.04090613,6.323577e-7,0.0001143066,0.7233269,0.00009818961],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06568099,0.006047937,0.008758021,0.8874001,0.007328029,0.0170964,0.001196814,0.0006670319,0.005824674],"genre_scores_gemma":[0.9716119,0.001142759,0.000170209,0.02470207,0.0005854095,0.000933287,0.0006912081,0.00002288091,0.0001403202],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9059309,"threshold_uncertainty_score":0.9995596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1475269614630529,"score_gpt":0.4587745267624311,"score_spread":0.3112475652993782,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}