{"id":"W1996760265","doi":"10.1016/j.hcmf.2013.01.003","title":"Building Physician Capacity for Transformational Leadership—Revisited","year":2013,"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":"St Joseph's Health Centre","funders":"","keywords":"Transformational leadership; Launched; Cohort; Nursing; Medicine; Medical education; Family medicine; Management; Psychology; Public relations; Political science; Engineering","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006453093,0.0002765759,0.0004435403,0.0002595414,0.001566826,0.000028471,0.0003118717,0.0002048143,0.0004706678],"category_scores_gemma":[0.00002438217,0.0002595501,0.0001886292,0.000322378,0.00004422972,0.0005230237,0.00009436604,0.0005181486,0.0007046364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000775984,"about_ca_system_score_gemma":0.0002182377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006445186,"about_ca_topic_score_gemma":0.0002735462,"domain_scores_codex":[0.9964665,0.0002512413,0.0008882439,0.0004129665,0.0003911702,0.001589913],"domain_scores_gemma":[0.998403,0.0003217035,0.000262799,0.000416599,0.0002977492,0.0002981554],"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":[0.00005784012,0.00005781834,0.004223391,0.009396421,0.00008873839,0.00000128892,0.0009895972,0.000002733124,0.00002546662,0.378103,0.4058917,0.201162],"study_design_scores_gemma":[0.001652697,0.0001372102,0.02173764,0.0003262743,0.00003960839,5.875855e-7,0.005870594,0.0002660059,0.00001559225,0.02543285,0.9441576,0.0003633708],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01527961,0.001045221,0.07950837,0.7962346,0.002817635,0.01956992,0.000364383,0.001040844,0.08413941],"genre_scores_gemma":[0.3605446,0.0002985091,0.0481979,0.5751463,0.001077414,0.006951371,0.0005135693,0.000140267,0.007130141],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5382659,"threshold_uncertainty_score":0.9999857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1291771253753864,"score_gpt":0.4012610823020288,"score_spread":0.2720839569266424,"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."}}