{"id":"W6939804020","doi":"10.6084/m9.figshare.22800038.v1","title":"Additional file 3 of Engagement is a necessary condition to test audit and feedback design features: results of a pragmatic, factorial, cluster-randomized trial with an embedded process evaluation","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Women's College Hospital; Université Laval; Trillium Health Centre; University of Toronto; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Audit; Process (computing); Test (biology); Test design; Key (lock)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.03884619,0.002106925,0.003028389,0.003915932,0.001720109,0.003093315,0.002437654,0.003233829,0.8749961],"category_scores_gemma":[0.2860692,0.001733849,0.002943864,0.004546213,0.0009881078,0.003869799,0.001961294,0.002258265,0.1333375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003451604,"about_ca_system_score_gemma":0.008223527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001923356,"about_ca_topic_score_gemma":0.004897365,"domain_scores_codex":[0.9795361,0.01107127,0.004677842,0.001367329,0.002401365,0.0009461967],"domain_scores_gemma":[0.6166834,0.3121402,0.02396202,0.01665024,0.02691107,0.003653002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.01390176,0.0005403256,0.001087185,0.03266628,0.0003465513,0.00009917771,0.0003349109,0.0008018282,0.0002082218,0.004189288,0.901755,0.04406945],"study_design_scores_gemma":[0.2068331,0.003849486,0.01522441,0.03074967,0.001527608,0.0004007526,0.0006319725,0.004837858,0.002896886,0.03641076,0.6961634,0.0004739663],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.002378708,0.0002942166,0.009376132,0.003330235,0.0011361,0.08339486,0.8767872,0.005490622,0.01781189],"genre_scores_gemma":[0.02638398,0.0004048391,0.04797748,0.003975251,0.0007304841,0.7729912,0.1010832,0.003331269,0.04312242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8749961,"threshold_uncertainty_score":0.2054408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5213545683445502,"score_gpt":0.4866946456521699,"score_spread":0.03465992269238033,"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."}}