{"id":"W6939379189","doi":"10.6084/m9.figshare.19395631","title":"Additional file 3 of Opportunities to improve the impact of two national clinical audit programmes: a theory-guided analysis","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Audit; Clinical audit; Data collection; Government (linguistics); MEDLINE; Work (physics)","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":[0.01307379,0.0008125907,0.0008328822,0.00431454,0.001434319,0.002194801,0.002076962,0.001105944,0.8980544],"category_scores_gemma":[0.1497405,0.0005212054,0.0009592039,0.006653181,0.0004186029,0.002845378,0.001867816,0.001088782,0.1475831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004858323,"about_ca_system_score_gemma":0.006067141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01520958,"about_ca_topic_score_gemma":0.02173131,"domain_scores_codex":[0.9939123,0.002327138,0.001008838,0.0004547089,0.001768637,0.0005283012],"domain_scores_gemma":[0.7698349,0.1783463,0.009744365,0.005923175,0.03369829,0.002452986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003077601,0.0001002816,0.001296661,0.001778181,0.0000164763,0.00002265149,0.0001455337,0.0003391427,0.00002384257,0.001124058,0.9841428,0.01070271],"study_design_scores_gemma":[0.00834023,0.0007005782,0.04163583,0.006895967,0.0001424733,0.0001507833,0.003327376,0.003906049,0.0008709799,0.01301959,0.9208168,0.00019329],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.000697225,0.00002041906,0.0008382019,0.001031972,0.00008234541,0.002361406,0.9825248,0.0005308267,0.0119129],"genre_scores_gemma":[0.04347657,0.0002534526,0.01936672,0.002554835,0.0003844462,0.04407314,0.8012368,0.002159725,0.08649433],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8980544,"threshold_uncertainty_score":0.145413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4322247379922513,"score_gpt":0.5603685767285025,"score_spread":0.1281438387362512,"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."}}