{"id":"W7052997354","doi":"","title":"Systemic Abuse of Black Educational Leaders in K-12 Schools","year":2023,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Racism; Educational leadership; Servant; Educational equity; Critical race theory; Audit; Action plan; Action (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001568807,0.0001792993,0.0002229689,0.0006809029,0.00004973109,0.00005207241,0.0004669229,0.0001350559,0.000006637554],"category_scores_gemma":[0.00003476059,0.000230654,0.00007022443,0.0009117711,0.00007822923,0.0005011843,0.00006049836,0.0003566416,0.0007980021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001758732,"about_ca_system_score_gemma":0.00006552261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002451451,"about_ca_topic_score_gemma":0.0003669195,"domain_scores_codex":[0.9989197,0.00004408395,0.000253278,0.0002533831,0.0002047023,0.0003248818],"domain_scores_gemma":[0.9992244,0.000181948,0.00006142577,0.0003374902,0.00006027182,0.0001344559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000765501,0.00006005896,0.9749955,0.0001709516,0.0000387676,0.0000273532,0.0006656428,0.02035355,0.003106923,0.0004841675,0.00001816142,0.00007126286],"study_design_scores_gemma":[0.0006660468,0.00001566279,0.9931344,0.0004194283,0.0000312949,0.00001048129,0.001073141,0.00007982331,0.003335553,0.0002274661,0.0006947423,0.0003119836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985363,0.00002944341,0.00009874831,0.0001764911,0.0001559432,0.0002460091,0.00006634952,0.0002055764,0.0004851262],"genre_scores_gemma":[0.9984699,0.0002383661,0.00003064415,0.00002329806,0.00004378372,0.000004832746,0.00006141615,0.00003581478,0.001091928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02027372,"threshold_uncertainty_score":0.99998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08000172943900728,"score_gpt":0.2955673515086796,"score_spread":0.2155656220696723,"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."}}