{"id":"W4392298597","doi":"10.1371/journal.pone.0298411","title":"Validity and reliability International Classification of Diseases-10 codes for all forms of injury: A systematic review","year":2024,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Kappa; Cohen's kappa; Systematic review; MEDLINE; Validity; Poison control; Emergency medicine; Psychometrics; Clinical psychology; Statistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":["metaepi_broad"],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":["metaepi_broad"],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00334796,0.0002014365,0.002523364,0.0001474074,0.00008876452,0.000005370189,0.0002311063,0.0002934007,0.0001000938],"category_scores_gemma":[0.007393716,0.0001292701,0.0002394563,0.0001604622,0.00005986552,0.00009514709,0.00009186791,0.0004451579,0.0000584021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002436661,"about_ca_system_score_gemma":0.0005784503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005663718,"about_ca_topic_score_gemma":0.000001611589,"domain_scores_codex":[0.9957031,0.0005523806,0.002781991,0.0002313817,0.0005344886,0.0001966715],"domain_scores_gemma":[0.9951872,0.001648401,0.00203719,0.0004363891,0.0005430098,0.0001477645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001442495,0.0001599136,0.00001972374,0.9929562,0.0001360047,3.773866e-8,0.00009031033,2.209097e-9,1.702015e-7,0.0009047686,0.003327399,0.002391018],"study_design_scores_gemma":[0.000107142,0.0001097584,0.000008943952,0.9455327,0.007682484,2.103748e-7,0.00002664965,0.0002591538,3.091093e-7,0.0005129802,0.04565376,0.0001059013],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004515917,0.9881928,0.0001324042,0.0005787335,0.0001771232,0.008712889,0.001774659,0.00005015685,0.0003361008],"genre_scores_gemma":[0.0001425681,0.994891,0.0003002772,0.0001764393,0.0001067943,0.002986917,0.0009179342,0.00002214894,0.000455963],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04742352,"threshold_uncertainty_score":0.8851503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4717224928504905,"score_gpt":0.5194885194684242,"score_spread":0.04776602661793372,"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."}}