{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001442684,0.0001128745,0.0003446192,0.0002048945,0.0005215277,0.000005702263,0.0003719794,0.00006070556,0.995894],"category_scores_gemma":[0.01046745,0.00008200061,0.0004423263,0.0005781185,0.00002265127,0.00005363275,0.0004989452,0.0004599437,0.0004270221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000236092,"about_ca_system_score_gemma":0.002495014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002675829,"about_ca_topic_score_gemma":0.0001528169,"domain_scores_codex":[0.9960093,0.001911894,0.0009256087,0.0002249929,0.0006259895,0.000302196],"domain_scores_gemma":[0.9879724,0.01013361,0.0006838646,0.0003426974,0.0007137117,0.0001537479],"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":[0.00004167242,0.0001291104,0.00003135512,0.0001688073,0.0004725298,0.0000018221,0.0006926676,0.0001275838,2.243253e-7,0.0009541335,0.9932191,0.004160943],"study_design_scores_gemma":[0.0002289134,0.0002800787,0.008440914,0.0002739601,0.00004009211,3.736101e-7,0.00446851,0.0003049463,3.362883e-7,0.001067631,0.9848043,0.00008996595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001607635,0.000009763279,0.00000321048,0.001065277,0.00004580388,0.0009855996,0.9881568,0.00003167958,0.009541111],"genre_scores_gemma":[0.02069978,8.549193e-7,0.0001905692,0.002819746,0.0002354169,0.01050065,0.9577172,0.00001435737,0.007821433],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.995467,"threshold_uncertainty_score":0.9978678,"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."}}