{"id":"W3096098667","doi":"10.1177/0840470420964240","title":"Effectively engaging physicians in system change","year":2020,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Physicians' Services Incorporated Foundation","keywords":"Government (linguistics); Corporate governance; Health care; Culture change; Healthcare system; Politics; Coronavirus disease 2019 (COVID-19); Public relations; Pandemic; Nursing; Political science; Medicine; Business; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0299858,0.0003197671,0.0002919963,0.0006740257,0.008372904,0.005318876,0.001292484,0.002290174,0.005490709],"category_scores_gemma":[0.06674293,0.0004958783,0.0002642371,0.000780938,0.004862653,0.003981951,0.006840324,0.003080904,0.0007638129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008885806,"about_ca_system_score_gemma":0.04209667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01653847,"about_ca_topic_score_gemma":0.06716733,"domain_scores_codex":[0.9543672,0.03518764,0.0005664174,0.001636391,0.003519623,0.004722729],"domain_scores_gemma":[0.9433652,0.02332933,0.005526302,0.003148125,0.005579757,0.01905135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000403619,0.003028074,0.1609438,0.001020852,0.0001376824,0.001262163,0.4845961,0.0004553591,0.003238444,0.01123196,0.05510241,0.2785796],"study_design_scores_gemma":[0.0007186275,0.002917343,0.1388188,0.001614438,0.0001310139,0.000620994,0.512751,0.0009395379,0.002279315,0.01355148,0.3255605,0.00009684052],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8157363,0.001844857,0.006536505,0.1220966,0.0009705828,0.001280018,0.0001612347,0.0001763821,0.05119757],"genre_scores_gemma":[0.9783099,0.0006308914,0.004096551,0.01255878,0.0002238165,0.0004296223,0.00004962979,0.00001829131,0.0036825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0299858,"threshold_uncertainty_score":0.158582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0951935597903623,"score_gpt":0.3986387588216723,"score_spread":0.30344519903131,"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."}}