{"id":"W2909144549","doi":"","title":"Expectations versus reality when Choosing Wisely","year":2019,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Data science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02818584,0.0003735762,0.0005995955,0.00221494,0.01304859,0.01233598,0.002362851,0.00620659,0.008514165],"category_scores_gemma":[0.1728233,0.0004247931,0.0005103418,0.00186927,0.01959363,0.006403199,0.002541407,0.009596001,0.0009866026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04331861,"about_ca_system_score_gemma":0.1055387,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6012953,"about_ca_topic_score_gemma":0.7638486,"domain_scores_codex":[0.9601976,0.01611181,0.001584975,0.001313946,0.01552743,0.005264249],"domain_scores_gemma":[0.8977572,0.04689217,0.005936288,0.001382318,0.02220078,0.02583134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004420624,0.0003876639,0.06246692,0.0006771,0.000376342,0.001714465,0.09853148,0.001152198,0.0005392574,0.273567,0.4105287,0.1496169],"study_design_scores_gemma":[0.0002833311,0.0001666651,0.05624375,0.00381923,0.0002211137,0.001521794,0.2886457,0.002160546,0.0006792166,0.2911574,0.3544294,0.0006718384],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07440687,0.004527109,0.003676879,0.7645091,0.00299909,0.0001221907,0.000243164,0.00005322052,0.1494623],"genre_scores_gemma":[0.9175904,0.002475962,0.004852555,0.06790972,0.000672413,0.0001063234,0.0001027284,0.0001117278,0.006178199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3987047,"threshold_uncertainty_score":0.8021055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5223845314218012,"score_gpt":0.4921158324372903,"score_spread":0.0302686989845109,"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."}}