{"id":"W3161361682","doi":"10.1080/00220620.2021.1922178","title":"The emotional and personal toll of higher education leadership","year":2021,"lang":"en","type":"article","venue":"Journal of Educational Administration & History","topic":"Emotional Intelligence and Performance","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Focus (optics); Leadership style; Educational leadership; Leadership; Toll; Psychology; Transformational leadership; Instructional leadership; Shared leadership; Public relations; Leadership studies; Social psychology; Sociology; Political science; Pedagogy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003227096,0.00008997071,0.0001220665,0.00008304299,0.000121787,0.00001704453,0.0001170965,0.00007083325,0.00950481],"category_scores_gemma":[0.0001077429,0.00007545939,0.00009891511,0.00008808246,0.0002235261,0.000199678,0.000007314617,0.0002074221,0.00003970389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002071697,"about_ca_system_score_gemma":0.003504393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005794425,"about_ca_topic_score_gemma":0.00001387785,"domain_scores_codex":[0.9988105,0.0001049378,0.0005116728,0.000122335,0.0003389921,0.0001115416],"domain_scores_gemma":[0.9980333,0.0004627074,0.0004965934,0.0001078246,0.0008089339,0.00009058089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002717634,0.001348219,0.01641374,0.00007337063,0.000165421,0.000004709736,0.00315597,0.000004902453,0.001193763,0.5877563,0.3833931,0.006218669],"study_design_scores_gemma":[0.0002117034,0.000257007,0.4367262,0.00008938049,0.00004510021,0.0007543874,0.003188757,0.000006147307,0.0003179385,0.005053861,0.5532216,0.000127833],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7183084,0.08194768,0.00007982089,0.08847194,0.01812953,0.0001631933,0.00002282919,0.000007137199,0.09286948],"genre_scores_gemma":[0.8837168,0.0001312011,0.0003270376,0.0008721993,0.001218346,0.000006697719,0.00002343751,0.000007132507,0.1136971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5827025,"threshold_uncertainty_score":0.9914007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1240384057120226,"score_gpt":0.3679488968825532,"score_spread":0.2439104911705305,"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."}}