{"id":"W4403195144","doi":"10.1007/978-3-031-70839-8_6","title":"Leadership Lessons from Toxic Educational Workplace Cultures","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Sociology; Political science; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.001005876,0.0004127558,0.0001925964,0.000355925,0.005873836,0.003963985,0.0009179522,0.001015927,0.01125553],"category_scores_gemma":[0.001360406,0.0001451734,0.0001825975,0.000503861,0.005680698,0.002198283,0.003615069,0.003729882,0.001582371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002516425,"about_ca_system_score_gemma":0.002773107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005270556,"about_ca_topic_score_gemma":0.03085217,"domain_scores_codex":[0.999369,0.0003559886,0.000007553605,0.00002426871,0.0001448553,0.00009838534],"domain_scores_gemma":[0.999483,0.0002162759,0.00003426514,0.00003979476,0.00008949801,0.0001370935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004970087,0.0002605165,0.000929198,0.0001656167,0.000006230096,0.0008904631,0.08728689,0.0005414939,0.000531771,0.5887419,0.2078036,0.1127926],"study_design_scores_gemma":[0.00002062967,0.00009486172,0.001090152,0.0004129809,0.000005434066,0.0003309746,0.1206574,0.0002990209,0.0007702141,0.1383628,0.7379432,0.00001233504],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04899371,0.007365876,0.003310975,0.03966567,0.001689763,0.00003460381,0.00002034162,0.0001001673,0.898819],"genre_scores_gemma":[0.5279188,0.008086116,0.002617894,0.006988407,0.0003575224,0.00007707683,0.00003783303,0.0002012929,0.4537151],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01125553,"threshold_uncertainty_score":0.03765351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.152256971991845,"score_gpt":0.4436314491593309,"score_spread":0.2913744771674859,"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."}}