{"id":"W4295757954","doi":"10.12927/hcpol.2022.26906","title":"Commentary – From Mixtapes to Playlists: Evolving Options for Capturing Diagnoses in Canadian Physicians’ Data","year":2022,"lang":"en","type":"letter","venue":"Healthcare policy","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Health Information","funders":"","keywords":"Ninth; Medical diagnosis; Diagnosis code; Family medicine; Primary care; ICD-10; Medicine; Health care; Pathology; Political science; Nursing; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01930464,0.0009037564,0.00123593,0.001948311,0.01244713,0.005475555,0.00651614,0.06008501,0.008707469],"category_scores_gemma":[0.1034993,0.001050593,0.001719696,0.002348568,0.007424429,0.005559057,0.002203047,0.04757047,0.006796834],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03928048,"about_ca_system_score_gemma":0.0504573,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5468334,"about_ca_topic_score_gemma":0.5849259,"domain_scores_codex":[0.982631,0.004189141,0.001877367,0.002176714,0.007257873,0.00186778],"domain_scores_gemma":[0.9103481,0.04798091,0.002424692,0.001508882,0.0309577,0.006779682],"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":[0.00001881487,0.000008430065,0.0002770352,0.00003453144,0.000006302319,0.0002890554,0.0004104271,0.00003063888,0.00007620714,0.0009577904,0.9950185,0.00287229],"study_design_scores_gemma":[0.00006416969,0.00002896843,0.002501641,0.0006136197,0.0000323473,0.001001072,0.001994934,0.0005173488,0.0002625385,0.003655802,0.9891737,0.0001538632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002364403,0.000342387,0.00007486971,0.9893234,0.008402863,0.00001939229,0.0001208818,0.0000303937,0.0014493],"genre_scores_gemma":[0.00193104,0.0003069262,0.0002363404,0.9865702,0.007682265,0.00003840852,0.00003453164,0.00002597054,0.003174315],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9607195,"threshold_uncertainty_score":0.9116708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3047944198973118,"score_gpt":0.4906360887775893,"score_spread":0.1858416688802775,"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."}}