{"id":"W4405217223","doi":"10.20533/licej.2040.2589.2024.0495","title":"Eradicating Systemic Discrimination: Advancing Democratic Leadership in Canada's Education System","year":2024,"lang":"en","type":"article","venue":"Literacy Information and Computer Education Journal","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Democracy; Political science; Management; Economics; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007038706,0.0002741719,0.0002581009,0.001411353,0.03360252,0.01143247,0.001825008,0.002332395,0.005347485],"category_scores_gemma":[0.01151901,0.0002696966,0.0003297834,0.001890125,0.008873309,0.002438594,0.01104701,0.00471813,0.0003200983],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1285907,"about_ca_system_score_gemma":0.5507204,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9693802,"about_ca_topic_score_gemma":0.9921778,"domain_scores_codex":[0.9886614,0.001958049,0.00017614,0.0003924708,0.003047941,0.005763989],"domain_scores_gemma":[0.9854274,0.001184988,0.0004740568,0.0002852062,0.003362231,0.009266205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001214225,0.000409499,0.06579015,0.0005783696,0.00005680953,0.001598845,0.09648599,0.003858043,0.001923766,0.3007783,0.1535447,0.3748542],"study_design_scores_gemma":[0.0001047304,0.0002059614,0.09285427,0.0007303845,0.00004834713,0.0002204522,0.1203581,0.003321638,0.001357872,0.04924966,0.7314033,0.0001452645],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3101558,0.004510389,0.006421327,0.3383965,0.001114405,0.000569544,0.0001936377,0.0002868317,0.3383516],"genre_scores_gemma":[0.9512175,0.001393225,0.004261069,0.01156374,0.00008248508,0.00006715615,0.00005860335,0.00003620108,0.0313201],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8714094,"threshold_uncertainty_score":0.9329949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04465100763302037,"score_gpt":0.321893591582239,"score_spread":0.2772425839492186,"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."}}