{"id":"W2155820109","doi":"10.1177/1049732311399780","title":"From the Inside Out: The Engagement of Physicians as Leaders in Health Care Settings","year":2011,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Innovations in Medical Education","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Medical Association; Royal Roads University","funders":"","keywords":"Health care; Health care delivery; Nursing; Employee engagement; Medical education; Psychology; Public engagement; Quality (philosophy); Public relations; Medicine; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.01844954,0.0001020812,0.0002970235,0.0002046177,0.0004411281,0.000007850155,0.0002761056,0.0000534441,0.0001170952],"category_scores_gemma":[0.006428067,0.00006239302,0.00004098396,0.001104313,0.0009420915,0.00005276716,0.00007402419,0.001584119,0.0000730275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007340132,"about_ca_system_score_gemma":0.002395405,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02437496,"about_ca_topic_score_gemma":0.0008482109,"domain_scores_codex":[0.9909539,0.006159812,0.00076514,0.0002846738,0.00124864,0.000587813],"domain_scores_gemma":[0.9961951,0.002101949,0.000258326,0.0005476137,0.0008230011,0.00007404269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008446371,0.0001746211,0.0004459876,0.0004537113,0.00002334166,0.000001000391,0.8910502,3.117547e-7,0.0000175318,0.00644021,0.05364498,0.04766359],"study_design_scores_gemma":[0.00050925,0.0007164804,0.01678849,0.0007655707,0.00000270581,3.890136e-7,0.9537275,0.00001406275,0.0002321061,0.003174956,0.02402252,0.00004591515],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5192769,0.001932534,0.0001931596,0.4726794,0.0002405711,0.002205364,0.00002565376,0.00001981219,0.003426607],"genre_scores_gemma":[0.9599543,0.0001489221,0.002778033,0.03633045,0.0002241706,0.0002122592,0.00006842878,0.00002169846,0.0002617585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4406773,"threshold_uncertainty_score":0.9821218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5744119921578263,"score_gpt":0.6349775760743176,"score_spread":0.06056558391649125,"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."}}