{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007154229,0.0002651469,0.0005679959,0.0002263991,0.0007755357,0.00001051789,0.0003041739,0.0001589254,0.00004507065],"category_scores_gemma":[0.00002813336,0.0002665027,0.00009984063,0.00067647,0.00002186115,0.0002217202,0.0004065894,0.0009638408,0.0007462463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001417494,"about_ca_system_score_gemma":0.0001571797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002038179,"about_ca_topic_score_gemma":0.001485836,"domain_scores_codex":[0.9960973,0.0008949973,0.0007256544,0.0005631908,0.0003593015,0.00135951],"domain_scores_gemma":[0.9988168,0.0002314548,0.0002458165,0.0003563745,0.00007090605,0.0002786039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003162482,0.00008923443,0.4495355,0.03963014,0.0000894554,0.0004039224,0.02122616,0.000002639827,0.0000117182,0.1182134,0.1019552,0.2685263],"study_design_scores_gemma":[0.003416392,0.0003768959,0.3270677,0.002008514,0.00004563958,0.000001371035,0.08309731,0.0009628877,0.000006147458,0.0003439017,0.5820472,0.0006261181],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03208414,0.002522558,0.001305522,0.7995215,0.003676479,0.01238128,0.0001081258,0.001687679,0.1467127],"genre_scores_gemma":[0.7995114,0.0002291469,0.0002970777,0.1977445,0.000553315,0.001267022,0.00003514663,0.00005306577,0.0003092943],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7674272,"threshold_uncertainty_score":0.9999787,"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."}}