{"id":"W4321204465","doi":"10.12927/hcq.2023.27024","title":"Overuse of Tests and Treatments: Has Canada Made Progress?","year":2023,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Health Information","funders":"","keywords":"Best practice; Medicine; Psychology; Nursing; Family medicine; Political science","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":[0.009053173,0.0004817018,0.001068015,0.002944354,0.005054406,0.006178925,0.002976433,0.002865012,0.01053221],"category_scores_gemma":[0.03613749,0.0005137209,0.001087148,0.008743772,0.003483891,0.003341574,0.002523843,0.00535676,0.001022076],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1109511,"about_ca_system_score_gemma":0.3626128,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9947829,"about_ca_topic_score_gemma":0.9949266,"domain_scores_codex":[0.9889338,0.0009381864,0.000759589,0.0006113058,0.005896222,0.002860863],"domain_scores_gemma":[0.9093275,0.006691321,0.005574506,0.001382536,0.05770866,0.01931556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000415271,0.0003405366,0.1459979,0.004286947,0.000274959,0.0005131915,0.003074595,0.00109151,0.0003376751,0.02140793,0.3506285,0.4716311],"study_design_scores_gemma":[0.0001603862,0.0002584426,0.5613462,0.01046246,0.0003494745,0.0004516525,0.01060433,0.001827245,0.0005706778,0.003490711,0.4101927,0.0002858052],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04552479,0.1253057,0.0007560441,0.7788011,0.003796563,0.0001500806,0.008166662,0.0002057864,0.03729329],"genre_scores_gemma":[0.579618,0.2413859,0.007539103,0.1402812,0.002407407,0.0001716863,0.007483726,0.0002500932,0.02086288],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8890489,"threshold_uncertainty_score":0.8050103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4612493722575526,"score_gpt":0.5197534356062442,"score_spread":0.05850406334869163,"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."}}