{"id":"W4414032657","doi":"10.1111/1471-3802.70036","title":"Overlooked and underserved: How inclusive education oversights exclude Black students","year":2025,"lang":"en","type":"article","venue":"Journal of Research in Special Educational Needs","topic":"Education Discipline and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Inclusion (mineral); Special education; Medical education; Psychology; Black male; Pedagogy; Mathematics education; Medicine; Sociology; Gender studies; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00751611,0.0003578973,0.000603073,0.001707278,0.03535058,0.009844714,0.002883123,0.002397099,0.009571388],"category_scores_gemma":[0.01915374,0.000429958,0.0006387359,0.001529938,0.01279145,0.005533522,0.01654258,0.00500988,0.0005744056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02049843,"about_ca_system_score_gemma":0.04498186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.374485,"about_ca_topic_score_gemma":0.5554675,"domain_scores_codex":[0.9875013,0.004203671,0.0002748041,0.00102114,0.00216328,0.004835845],"domain_scores_gemma":[0.986461,0.003358432,0.00234189,0.0008102292,0.001822588,0.005205779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001250121,0.0003903516,0.1361181,0.0001223761,0.00004385201,0.002036438,0.7156532,0.0002032377,0.0009589918,0.05017151,0.01191007,0.08226693],"study_design_scores_gemma":[0.00001355804,0.00007457469,0.04309706,0.0005063172,0.00005969657,0.0005114908,0.9015316,0.0004301278,0.0006239252,0.01052842,0.04256911,0.00005416304],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9323742,0.0004290041,0.001017213,0.02656682,0.0001389456,0.00005434523,0.00004005588,0.00003444797,0.03934502],"genre_scores_gemma":[0.9932936,0.00017235,0.0002253245,0.001864455,0.00001832704,0.00002324408,0.00001329591,0.00001790185,0.004371427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.374485,"threshold_uncertainty_score":0.7446105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09575624116602287,"score_gpt":0.5171382176028059,"score_spread":0.421381976436783,"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."}}