{"id":"W2419368003","doi":"10.1186/s13104-016-2103-6","title":"A survey of primary care patients’ readiness to engage in the de-adoption practices recommended by Choosing Wisely Canada","year":2016,"lang":"en","type":"article","venue":"BMC Research Notes","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Institut Universitaire de Gériatrie de Montréal; University of Toronto","funders":"Institute of Aging; Canadian Institutes of Health Research","keywords":"Medicine; Psychological intervention; Family medicine; Primary care; Health care; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03504471,0.0001614052,0.0003303346,0.0002305326,0.0008091969,0.000033074,0.0006726164,0.0001945723,0.00006978466],"category_scores_gemma":[0.1362914,0.000102852,0.00002499512,0.0009878867,0.00008340212,0.0005335051,0.0002766383,0.001481392,0.00003272531],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002426041,"about_ca_system_score_gemma":0.007765331,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9296809,"about_ca_topic_score_gemma":0.9735728,"domain_scores_codex":[0.9513773,0.04491918,0.0008158537,0.000434467,0.001401923,0.001051267],"domain_scores_gemma":[0.921858,0.07421848,0.0006547272,0.0006916289,0.002299181,0.0002779779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004486926,0.0001286822,0.9611143,0.001088946,0.000006623026,0.000002745854,0.007480246,6.808356e-7,0.0005428357,0.00003242331,0.008442278,0.02071154],"study_design_scores_gemma":[0.0007216848,0.0001599706,0.977477,0.0005578464,0.000004211194,2.635072e-7,0.009990753,0.000006783933,0.0001545161,0.00003732468,0.01075998,0.0001297152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775847,0.0004149984,0.0001588075,0.01797873,0.0002376784,0.002124186,0.0003269782,0.00002109978,0.001152785],"genre_scores_gemma":[0.9966167,0.0001611839,0.0006241488,0.001867586,0.00008803089,0.0003686463,0.000138376,0.00003275277,0.0001025678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1012467,"threshold_uncertainty_score":0.9978597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.856309553020757,"score_gpt":0.6190617489667372,"score_spread":0.2372478040540198,"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."}}