{"id":"W6939810069","doi":"10.6084/m9.figshare.19395625.v1","title":"Additional file 1 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":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Audit; Government (linguistics); Clinical audit; Data collection; 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":["insufficient_payload"],"category_scores_codex":[0.01233432,0.0008099936,0.0009598607,0.004429993,0.001309603,0.001759173,0.001924832,0.001256731,0.8039326],"category_scores_gemma":[0.1414342,0.000576885,0.0011235,0.005961744,0.0003900628,0.002268834,0.001697053,0.001157442,0.06666003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004156112,"about_ca_system_score_gemma":0.007091776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01319103,"about_ca_topic_score_gemma":0.02507461,"domain_scores_codex":[0.9946588,0.002235643,0.00134853,0.0004165072,0.0009593306,0.0003812305],"domain_scores_gemma":[0.7892805,0.1716759,0.0117388,0.004479365,0.02114749,0.001677973],"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":[0.000533729,0.000146548,0.003886802,0.006461013,0.00006102957,0.00004949273,0.0003167636,0.0006860787,0.00003296722,0.001916874,0.971535,0.01437378],"study_design_scores_gemma":[0.01294759,0.0008868537,0.09088805,0.02325596,0.0004927026,0.0003433606,0.005483304,0.004371104,0.0007528461,0.02066409,0.8396344,0.0002797193],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0008286709,0.00003499823,0.0006674986,0.0004868342,0.00003709189,0.002332459,0.9925388,0.0001570405,0.002916675],"genre_scores_gemma":[0.03993748,0.0004405031,0.02177126,0.001885714,0.0002085229,0.09135214,0.8141786,0.0008499435,0.02937573],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1960674,"threshold_uncertainty_score":0.2796664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09792374700954767,"score_gpt":0.3334149487413221,"score_spread":0.2354912017317744,"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."}}