{"id":"W4368341145","doi":"10.1101/2023.04.27.23289231","title":"Physician Engagement in Quality Improvement: A Cross-Sectional Pilot Study","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Medical Association; York University; Public Health Ontario; University of Toronto","funders":"","keywords":"Scale (ratio); Family medicine; Quality (philosophy); Medicine; Quality management; Cross-sectional study; Survey research; Test (biology); Reliability (semiconductor); Survey instrument; Medical education; Nursing; Psychology; Geography; Business; Applied psychology; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008620506,0.0004574995,0.0003986885,0.0009013171,0.002442082,0.0009575731,0.0006744418,0.0006150822,0.003467336],"category_scores_gemma":[0.01015475,0.0005273072,0.0004198074,0.001373756,0.001220448,0.0009230249,0.0007249218,0.0008133735,0.0008763219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004351541,"about_ca_system_score_gemma":0.008881192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1999891,"about_ca_topic_score_gemma":0.3052581,"domain_scores_codex":[0.996074,0.001867256,0.0002192676,0.000324132,0.000847031,0.0006684348],"domain_scores_gemma":[0.9887528,0.003654502,0.001916223,0.0008632637,0.002956796,0.001856377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00114184,0.009282104,0.9585244,0.0001500828,0.0000731204,0.0003636178,0.01366181,0.00008149914,0.0009855657,0.0001232018,0.002078233,0.01353452],"study_design_scores_gemma":[0.0003986082,0.007270175,0.9824352,0.00003812201,0.00004685771,0.0001086315,0.007260303,0.0002157128,0.0003221354,0.00005248445,0.001831821,0.00001999634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958434,0.00004307083,0.0002934926,0.0001484784,0.000009223136,0.001507014,0.0006320665,0.000013137,0.001510087],"genre_scores_gemma":[0.9942624,0.00009996264,0.001101926,0.0004032692,0.00002496367,0.002112656,0.0006403893,0.000006313924,0.001347995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1999891,"threshold_uncertainty_score":0.3976499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3157369734971147,"score_gpt":0.530751558875864,"score_spread":0.2150145853787493,"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."}}