{"id":"W4390046661","doi":"10.7202/1108429ar","title":"School Principals’ Work Intensification and Resilience: A Call for Structural Change","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Resilience and Mental Health","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Thriving; Burnout; Mental health; Context (archaeology); Narrative; Psychological resilience; Psychology; Sociology; Public relations; Social psychology; Political science; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01583111,0.0003913959,0.0004420273,0.002263379,0.01295389,0.01364019,0.002860813,0.002889909,0.003949535],"category_scores_gemma":[0.016672,0.0005002915,0.0005227953,0.001786118,0.07297233,0.01728045,0.01371731,0.00702292,0.0001819243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02145105,"about_ca_system_score_gemma":0.03836245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03366611,"about_ca_topic_score_gemma":0.06247376,"domain_scores_codex":[0.9893466,0.006296791,0.0002978623,0.0008569353,0.001283649,0.001918182],"domain_scores_gemma":[0.9875296,0.006069971,0.001856102,0.001042637,0.001353107,0.002148495],"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":[0.00003536124,0.00008828258,0.0102302,0.0002718828,0.00001698189,0.0006692869,0.4428502,0.0003977747,0.0002487228,0.5122905,0.002858586,0.03004217],"study_design_scores_gemma":[0.00001593891,0.00006582335,0.01374127,0.0007843932,0.00001696863,0.0003687828,0.7475185,0.0003747983,0.0002349392,0.1674778,0.06935215,0.0000486323],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.4071462,0.01087967,0.01860807,0.4742526,0.001062001,0.0002424474,0.0000666324,0.0001043103,0.08763801],"genre_scores_gemma":[0.9938173,0.001373747,0.001703387,0.00187874,0.00008955487,0.00005011692,0.000009871007,0.00001204118,0.001065346],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03366611,"threshold_uncertainty_score":0.155639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07287349744159159,"score_gpt":0.4437091236623191,"score_spread":0.3708356262207275,"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."}}