{"id":"W2725721207","doi":"10.1177/0706743717717253","title":"The True North Strong and Free? Opportunities for Improving Canadian Mental Health Care and Education by Adopting the WHO’s <i>ICD-11</i> Classification","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Ottawa Mental Health Centre; Mental Health Research Canada; University of Ottawa","funders":"","keywords":"Mental health; Mental health care; Psychiatry; Psychology; Medicine","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":[0.02110457,0.0008137399,0.0009059979,0.003662337,0.01933707,0.01676884,0.004335398,0.004980958,0.0238788],"category_scores_gemma":[0.03529961,0.0007563547,0.001411843,0.004737043,0.008459191,0.009464295,0.007831223,0.01263238,0.002430833],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08670488,"about_ca_system_score_gemma":0.4481257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9894365,"about_ca_topic_score_gemma":0.9962413,"domain_scores_codex":[0.984754,0.00182723,0.0006901764,0.0007048398,0.005578515,0.006445412],"domain_scores_gemma":[0.9509826,0.004183864,0.001931042,0.001984602,0.02209584,0.01882201],"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":[0.00008053312,0.0000975992,0.01593081,0.0003982843,0.00004609047,0.0003868271,0.009942835,0.0002596311,0.0006987107,0.1128752,0.7309439,0.1283395],"study_design_scores_gemma":[0.0000748379,0.00003909875,0.0423832,0.001772477,0.00007415196,0.0002062669,0.03816197,0.0004145144,0.0004626774,0.02852051,0.887605,0.000285264],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009536978,0.004081997,0.002008921,0.9076669,0.006238222,0.00008982375,0.001321763,0.0001756712,0.0688796],"genre_scores_gemma":[0.3777467,0.02201577,0.04552457,0.4567487,0.003338906,0.0003929992,0.0042542,0.0009443208,0.08903384],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9132951,"threshold_uncertainty_score":0.6290909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1405818450854789,"score_gpt":0.3876432290374288,"score_spread":0.2470613839519499,"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."}}