{"id":"W4281567758","doi":"10.1186/s13012-022-01208-5","title":"A randomised fractional factorial screening experiment to predict effective features of audit and feedback","year":2022,"lang":"en","type":"article","venue":"Implementation Science","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto; University of Ottawa; Ottawa Hospital","funders":"Department of Health and Social Care; Health Services and Delivery Research Programme; National Institute for Health and Care Research","keywords":"Medicine; Audit; Randomized controlled trial; Population; Health services research; Health care; Intervention (counseling); Family medicine; Public health; Nursing; Surgery","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":[0.03243916,0.0046774,0.004241891,0.001501072,0.001565713,0.003146963,0.003572445,0.005994931,0.02691036],"category_scores_gemma":[0.09338843,0.002036072,0.002278002,0.001185314,0.003339206,0.003901626,0.00231803,0.003539507,0.003905135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0035792,"about_ca_system_score_gemma":0.003704104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254092,"about_ca_topic_score_gemma":0.0008578713,"domain_scores_codex":[0.9570951,0.02802399,0.003503735,0.005687351,0.002924075,0.002765741],"domain_scores_gemma":[0.8250194,0.1416122,0.01621074,0.009373708,0.004871689,0.002912229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7841924,0.1068558,0.007058875,0.002897846,0.0007964804,0.0002237179,0.002153966,0.01069062,0.02148039,0.004843134,0.001899574,0.05690721],"study_design_scores_gemma":[0.2001227,0.7091538,0.0174011,0.0004159293,0.001535429,0.0001152555,0.0003679985,0.04406849,0.01127667,0.009775939,0.005387862,0.0003788067],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8583427,0.0003764128,0.03178568,0.0003858791,0.001590722,0.09855264,0.001364024,0.0006879289,0.006914013],"genre_scores_gemma":[0.678261,0.000209842,0.05454452,0.0007855605,0.0005235781,0.260185,0.0006141667,0.0001243415,0.004751862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03243916,"threshold_uncertainty_score":0.1715567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1258733989875701,"score_gpt":0.5547783959210296,"score_spread":0.4289049969334595,"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."}}