{"id":"W3084635989","doi":"","title":"Principal Leadership and Prioritizing Equity in an Era of Work Intensification: Must Wellbeing Be Sacrificed?.","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Equity (law); Work (physics); Principal (computer security); Sociology; Political science; Public relations; Psychology; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004839344,0.00007758279,0.0001398575,0.0001710269,0.0001991984,0.0001093529,0.0001227337,0.00006365164,0.00009225435],"category_scores_gemma":[0.001360169,0.00008594991,0.00002604481,0.0003824702,0.0003647234,0.0002939807,0.000005610029,0.0002475248,0.000001168799],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001395309,"about_ca_system_score_gemma":0.007137948,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003654852,"about_ca_topic_score_gemma":0.04767284,"domain_scores_codex":[0.999036,0.0001512453,0.0003463405,0.0001180006,0.0001551556,0.0001933114],"domain_scores_gemma":[0.9986295,0.0001631455,0.0002000711,0.00005107684,0.0002531354,0.0007031372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00005993986,0.00007990419,0.1759147,0.00008293912,0.00002353125,0.000003591681,0.6501958,0.000004729036,0.0001212051,0.1625026,0.001905242,0.00910576],"study_design_scores_gemma":[0.0002199289,0.0001176354,0.6904871,0.00009558377,0.00001446065,0.00001307255,0.288949,0.000003640525,0.00002427244,0.00103001,0.01891192,0.0001333716],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4502259,0.0005125795,0.000005606657,0.5477049,0.0001264768,0.00007276784,0.000004784961,0.000001988761,0.001344966],"genre_scores_gemma":[0.9952242,0.00004248312,0.000461266,0.003171341,0.0009634673,0.000002455157,0.000006087174,0.000005167434,0.0001235517],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5449983,"threshold_uncertainty_score":0.9984906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3207228016566478,"score_gpt":0.4469002146852689,"score_spread":0.126177413028621,"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."}}