{"id":"W2770795019","doi":"10.12927/hcq.2017.25295","title":"Unnecessary Care in Canada","year":2017,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Institute for Health Information","funders":"","keywords":"Best practice; Medicine; Health administration; Nursing; Business; Family medicine; Political science; Public health; Law","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008576146,0.0003133379,0.0005758288,0.002474556,0.006453646,0.002865785,0.001975364,0.001980488,0.01137322],"category_scores_gemma":[0.008034674,0.0006022786,0.001411845,0.004594974,0.001029157,0.000683081,0.001707726,0.003110448,0.0003946898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1194528,"about_ca_system_score_gemma":0.2327013,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9979285,"about_ca_topic_score_gemma":0.9992738,"domain_scores_codex":[0.9962668,0.0003173916,0.0002497873,0.0002738222,0.001158206,0.001734082],"domain_scores_gemma":[0.987559,0.000691143,0.001585947,0.0001595895,0.004338135,0.005666216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003485613,0.0003471729,0.79182,0.0004822805,0.0002719379,0.001385443,0.002612696,0.000975433,0.0002439203,0.01218796,0.1467703,0.04255421],"study_design_scores_gemma":[0.0000904534,0.00006159287,0.957692,0.0004184135,0.0001293887,0.0003695311,0.003407997,0.0009015952,0.00008398115,0.0005280498,0.03625591,0.00006123647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7870988,0.0166764,0.0003955051,0.09234216,0.001289347,0.0003148079,0.02411728,0.0001094658,0.07765637],"genre_scores_gemma":[0.954196,0.005869554,0.0005258508,0.01409538,0.0003341526,0.00008278828,0.00365479,0.00005402586,0.02118748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1194528,"threshold_uncertainty_score":0.8666946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3876436971293425,"score_gpt":0.5201975393137905,"score_spread":0.132553842184448,"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."}}