{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02959548,0.0006683809,0.0005893933,0.005213872,0.005030635,0.007354416,0.002840799,0.007818171,0.01299072],"category_scores_gemma":[0.07124519,0.0005847441,0.001438303,0.003245558,0.003494158,0.004890972,0.003425846,0.01571168,0.01025313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0067735,"about_ca_system_score_gemma":0.03586383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05078445,"about_ca_topic_score_gemma":0.06252678,"domain_scores_codex":[0.97869,0.007982098,0.002519619,0.000894452,0.007934956,0.001978913],"domain_scores_gemma":[0.9546117,0.0123393,0.005083164,0.002656003,0.02052679,0.004783148],"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":[0.000005501208,0.00002307081,0.001312767,0.00006203231,0.0000040814,0.00008593422,0.0004627281,0.00008498767,0.0002700707,0.02005396,0.9486614,0.02897339],"study_design_scores_gemma":[0.00002590536,0.00003369172,0.008657268,0.00122293,0.00001625082,0.0001938961,0.002521608,0.000380776,0.0003728873,0.02266627,0.9638202,0.00008829415],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001563498,0.002294703,0.006444792,0.8945218,0.06708079,0.0001702398,0.001413801,0.0002931416,0.02621716],"genre_scores_gemma":[0.04134777,0.01946764,0.1260598,0.6363489,0.1002613,0.001099459,0.009728761,0.0008254304,0.064861],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05078445,"threshold_uncertainty_score":0.1565177,"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."}}