{"id":"W2093112722","doi":"10.1001/jamainternmed.2013.8211","title":"Hospital Clinicians’ Responsiveness to Assay Cost Feedback: A Prospective Blinded Controlled Intervention Study","year":2013,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Prospective cohort study; Intervention (counseling); MEDLINE; Blinded study; Emergency medicine; Physical therapy; Intensive care medicine; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01985124,0.002486736,0.00320049,0.0008276706,0.002584053,0.002351576,0.002034317,0.004901883,0.005823625],"category_scores_gemma":[0.05931734,0.002246014,0.001504494,0.001138125,0.004628178,0.002518694,0.001667399,0.004645042,0.001554345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003382774,"about_ca_system_score_gemma":0.006074752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002979622,"about_ca_topic_score_gemma":0.003190229,"domain_scores_codex":[0.9608099,0.0254134,0.00336202,0.004696221,0.003684356,0.002034204],"domain_scores_gemma":[0.9303586,0.03699904,0.01518102,0.008145749,0.005400431,0.003915165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.8211552,0.1454611,0.008675682,0.0008193594,0.0009158323,0.00006599223,0.00161276,0.0004681074,0.002591298,0.0001820027,0.001068405,0.01698419],"study_design_scores_gemma":[0.6077742,0.3550119,0.03033737,0.0001503452,0.001238932,0.00004576402,0.0005612815,0.001229744,0.001985258,0.0004954286,0.001011146,0.0001585592],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865672,0.0003872639,0.001338971,0.0002447125,0.0003637463,0.009532981,0.0004317556,0.00006920439,0.001064192],"genre_scores_gemma":[0.9742701,0.0002078978,0.004562779,0.0006317687,0.0004055132,0.01864667,0.0003143566,0.0000264039,0.0009343541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01985124,"threshold_uncertainty_score":0.1049847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3341661636612894,"score_gpt":0.552783792532305,"score_spread":0.2186176288710157,"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."}}