{"id":"W2979694007","doi":"10.1108/lhs-03-2019-0017","title":"The state-of-play in physician health systems leadership research","year":2019,"lang":"en","type":"article","venue":"Leadership in health services","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Scholarship; Public relations; Originality; Empowerment; Leadership studies; Value (mathematics); Identity (music); Empirical research; Shared leadership; Leadership development; Sociology; Psychology; Leadership style; Political science; Qualitative research; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07954873,0.0005785057,0.002350401,0.00861444,0.003199051,0.02159828,0.002760111,0.006362582,0.006552813],"category_scores_gemma":[0.1190576,0.001230814,0.001392778,0.01347779,0.02168938,0.02404775,0.00733189,0.006822969,0.001016878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00755422,"about_ca_system_score_gemma":0.02492712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004909585,"about_ca_topic_score_gemma":0.007080021,"domain_scores_codex":[0.946918,0.03618852,0.004065743,0.004999128,0.006223565,0.001605021],"domain_scores_gemma":[0.5401626,0.4303047,0.009032278,0.006857235,0.01113697,0.002506215],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003715351,0.0002448552,0.01404127,0.08632199,0.0005833544,0.0003327074,0.04359645,0.0007733107,0.0007208551,0.2389506,0.01568897,0.5983741],"study_design_scores_gemma":[0.00006664175,0.0004807686,0.01641203,0.2536268,0.0005495709,0.001081174,0.0826162,0.001108118,0.000736499,0.1378005,0.5053465,0.000175215],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00456097,0.9523595,0.001786732,0.03586071,0.001069715,0.00002510455,0.00005801548,0.00001322048,0.004266048],"genre_scores_gemma":[0.153578,0.8229493,0.003520591,0.01468129,0.004315175,0.0002077378,0.0001079397,0.00004141728,0.0005984745],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9204513,"threshold_uncertainty_score":0.4206989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3809215431160072,"score_gpt":0.4940346286248156,"score_spread":0.1131130855088084,"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."}}