{"id":"W2110810891","doi":"10.7861/clinmedicine.6-5-488","title":"Leadership in academic medicine: reflections from administrative exile","year":2006,"lang":"en","type":"review","venue":"Clinical Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Mentorship; Context (archaeology); Public relations; Medicine; Strategic leadership; Stewardship (theology); Strategic planning; Medical education; Leadership style; Management; Political science; Politics","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":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.008792393,0.0008538121,0.00707326,0.0009087239,0.0001031197,0.000006595271,0.0005829245,0.002724537,0.00272933],"category_scores_gemma":[0.2314533,0.000520755,0.0005531369,0.001888401,0.002852077,0.00008199584,0.0001045653,0.01069446,0.0005630801],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007702368,"about_ca_system_score_gemma":0.01306007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001425114,"about_ca_topic_score_gemma":0.000361049,"domain_scores_codex":[0.9877015,0.001676018,0.005196817,0.001382961,0.001875277,0.002167433],"domain_scores_gemma":[0.9710943,0.017161,0.0009157294,0.001127077,0.0002494815,0.009452404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001477871,0.0001884764,0.0001810839,0.0101943,0.0001119219,0.0006850009,0.0001195091,8.769255e-9,5.551882e-7,0.00007696548,0.2392521,0.7490423],"study_design_scores_gemma":[0.003707484,0.003351144,0.0004357908,0.1234375,0.001139598,0.0001027,0.0004657796,0.00000308728,2.073767e-7,0.0004058723,0.8666462,0.0003046098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001117066,0.9181037,0.0000624337,0.05209937,0.001740454,0.002391419,0.00005767131,0.0001296203,0.02540418],"genre_scores_gemma":[0.0000571617,0.9606264,0.0001330353,0.01732525,0.01344053,0.000259457,0.001265805,0.0001166983,0.006775671],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7487377,"threshold_uncertainty_score":0.9998616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9555909613152065,"score_gpt":0.7343935811105935,"score_spread":0.221197380204613,"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."}}