{"id":"W4388569343","doi":"10.1108/978-1-83753-136-320231004","title":"Work Intensification and Other Factors and Forces That Heighten Emotions in School-Level Leaders' Work","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Emotional Intelligence and Performance","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Psychology; Work (physics); Workload; Social psychology; Emotional labor; Power (physics); Public relations; Political science; Management; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002419768,0.0001832079,0.0001322068,0.0003791414,0.0008125672,0.002972258,0.0003042377,0.0004439092,0.01046256],"category_scores_gemma":[0.000373319,0.0001072914,0.0001629669,0.0003604697,0.001400711,0.001018189,0.0007651876,0.001109667,0.001063876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007415151,"about_ca_system_score_gemma":0.000346953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006548192,"about_ca_topic_score_gemma":0.002634242,"domain_scores_codex":[0.9998552,0.00005718132,0.000003863884,0.00001202414,0.00004952502,0.00002221081],"domain_scores_gemma":[0.9996943,0.0002062306,0.00002720029,0.000009676066,0.00002370219,0.00003889382],"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":[0.0001033303,0.0004855615,0.01175225,0.001528859,0.00002898874,0.003108183,0.1984598,0.001101432,0.00790139,0.2478628,0.1237632,0.4039042],"study_design_scores_gemma":[0.00001715507,0.000204239,0.04731531,0.001409686,0.00001938976,0.002499422,0.08740531,0.000677246,0.00244473,0.04173366,0.8162369,0.0000369272],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1827064,0.02560079,0.003801554,0.007468645,0.001379513,0.00006032923,0.00005908979,0.0001229773,0.7788005],"genre_scores_gemma":[0.6647978,0.01448066,0.002631384,0.001406517,0.0007095142,0.00006688555,0.00007217225,0.00007272228,0.3157624],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01046256,"threshold_uncertainty_score":0.03500074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2656889217152586,"score_gpt":0.3484616662285689,"score_spread":0.08277274451331035,"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."}}