{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003295145,0.00007826319,0.0001513214,0.0002043716,0.001741224,0.00001512943,0.0001625977,0.00001447511,0.001803055],"category_scores_gemma":[0.0002639383,0.00007551187,0.00002558538,0.0004699515,0.00008211375,0.000216658,0.0003619341,0.0001936452,0.000005752286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003161922,"about_ca_system_score_gemma":0.0003796627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001492715,"about_ca_topic_score_gemma":0.0001224891,"domain_scores_codex":[0.9974694,0.0006159824,0.0004155441,0.0003004223,0.0008797252,0.0003188941],"domain_scores_gemma":[0.9986823,0.0006411801,0.0002347912,0.0001367842,0.0001481289,0.0001568817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01464597,0.0004472359,0.05284152,0.0007820473,0.0002330857,0.000007040657,0.2852045,0.001146537,0.1663582,0.055754,0.1320134,0.2905664],"study_design_scores_gemma":[0.02613502,0.001125457,0.5949007,0.00007262161,0.00003126685,0.000002677821,0.2060252,0.00009137917,0.008265175,0.0007181043,0.1623221,0.0003103138],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599525,0.00004320069,0.0225159,0.006126313,0.002480527,0.00662253,0.0002311952,0.00005904156,0.001968846],"genre_scores_gemma":[0.9958975,0.000003224928,0.001108895,0.001174635,0.0001453228,0.001444002,0.0000189986,0.000005319003,0.000202054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5420592,"threshold_uncertainty_score":0.9995584,"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."}}