{"id":"W4293102215","doi":"10.1371/journal.pone.0273580","title":"Pediatric Clinical Classification System for use in Canadian inpatient settings","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Hospital for Sick Children; Public Health Ontario; University of Toronto","funders":"Hospital for Sick Children; Physicians' Services Incorporated Foundation","keywords":"Medicine; MEDLINE; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00362942,0.00006350962,0.0002121179,0.0002584321,0.0009519677,0.000006036548,0.0001152926,0.0001260292,0.0001391734],"category_scores_gemma":[0.001505247,0.00006576646,0.0000276569,0.0002686507,0.000009133151,0.00009459115,0.00004226817,0.0007891194,0.0001127553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001244835,"about_ca_system_score_gemma":0.001435472,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03286591,"about_ca_topic_score_gemma":0.0347939,"domain_scores_codex":[0.9974622,0.0005289564,0.001015336,0.0001622597,0.0003413134,0.0004899602],"domain_scores_gemma":[0.9980019,0.0009640243,0.0003280295,0.0001860388,0.0001360929,0.0003839409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000575527,0.0002198385,0.979565,0.002159606,0.000007559751,7.163608e-7,0.001518736,0.00000437214,0.000002480682,0.002232654,0.01371463,0.0005168521],"study_design_scores_gemma":[0.003837042,0.0007272427,0.7886685,0.0007095886,0.0001319879,5.838154e-7,0.009522121,0.1135634,0.000004285632,0.00008317596,0.08238761,0.0003644731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921604,0.00002082981,0.00006790524,0.003520719,0.0005611058,0.001916733,0.0001362639,0.00007755324,0.001538498],"genre_scores_gemma":[0.9930216,0.00002062824,0.001042557,0.003473707,0.0004098559,0.001507012,0.0002210677,0.00001304701,0.0002905221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1908965,"threshold_uncertainty_score":0.9828186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5631391471820775,"score_gpt":0.4571479629752109,"score_spread":0.1059911842068665,"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."}}