{"id":"W2888585742","doi":"10.1177/0840470418781172","title":"Tackling overutilization of hospital tests and treatments: Lessons learned from a grassroots approach","year":2018,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Grassroots; Test (biology); Operations management; Medicine; Business; Nursing; Political science; Economics; 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":[0.04478038,0.001100798,0.0008604213,0.002973641,0.0242715,0.01649859,0.003769716,0.01406403,0.008701919],"category_scores_gemma":[0.03818363,0.000525545,0.0008731139,0.001870756,0.04074768,0.01298137,0.01814898,0.02156445,0.0006228574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04180431,"about_ca_system_score_gemma":0.1127776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07288446,"about_ca_topic_score_gemma":0.2193554,"domain_scores_codex":[0.9735782,0.01373443,0.0005859613,0.001171378,0.005809803,0.005120097],"domain_scores_gemma":[0.940172,0.03943929,0.002006332,0.001231415,0.00574349,0.01140754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000809238,0.0004829443,0.004344478,0.002001614,0.0001105428,0.002049178,0.1694009,0.001222336,0.0007884145,0.2465442,0.2462228,0.3267517],"study_design_scores_gemma":[0.0001105802,0.0002175743,0.004495913,0.003921478,0.00003861844,0.000413603,0.193662,0.0006836452,0.0004167595,0.1668261,0.6291079,0.0001058167],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007509734,0.01196686,0.002619408,0.9605646,0.00172497,0.00005099291,0.00001405565,0.00002759432,0.01552179],"genre_scores_gemma":[0.5738544,0.04502071,0.01800369,0.3367364,0.006718917,0.0003064743,0.00005810214,0.0002091445,0.01909213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07288446,"threshold_uncertainty_score":0.3033129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4639867607491225,"score_gpt":0.5168157399025874,"score_spread":0.05282897915346496,"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."}}