{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001702962,0.0007860711,0.0005097616,0.007789657,0.002446408,0.001271699,0.002277607,0.0003759943,0.01802731],"category_scores_gemma":[0.010299,0.000298113,0.0007994167,0.01206151,0.0005057621,0.0006119247,0.001217176,0.001038261,0.0034373],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02454207,"about_ca_system_score_gemma":0.07604485,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9561721,"about_ca_topic_score_gemma":0.9639239,"domain_scores_codex":[0.9961868,0.0002476709,0.0005113409,0.0003580952,0.002133838,0.000562269],"domain_scores_gemma":[0.9879889,0.0003375734,0.001669007,0.0003444988,0.008829116,0.0008308481],"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":[0.0002054225,0.00007766791,0.3154673,0.001311362,0.0001493601,0.0005581101,0.002124058,0.001164717,0.0008762842,0.007539825,0.5700566,0.1004693],"study_design_scores_gemma":[0.00005562172,0.00003980644,0.8243605,0.0007277907,0.00005921867,0.0004954391,0.001340193,0.001655272,0.0003202897,0.0009648454,0.1699013,0.00007969837],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.1141521,0.003453181,0.01293496,0.003650191,0.0009073514,0.005432382,0.6627797,0.002059679,0.1946304],"genre_scores_gemma":[0.3785727,0.005898998,0.05840089,0.001818649,0.0002984882,0.006939445,0.524902,0.0006651402,0.02250381],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9754579,"threshold_uncertainty_score":0.178066,"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."}}