{"id":"W6983215423","doi":"","title":"A Macrosystem Contradiction: Examining Inclusive Education Supports, Training, and Structures","year":2025,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coursework; Staffing; Psychological intervention; Fidelity; Inclusion (mineral); Special education; Teacher education; Content analysis; Work (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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01441575,0.0004646717,0.0007406983,0.00551661,0.005000379,0.009837261,0.001410539,0.001234047,0.003273171],"category_scores_gemma":[0.01819594,0.0006135859,0.0006135728,0.00472992,0.02132544,0.008452361,0.009965267,0.002145988,0.0001513889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01593023,"about_ca_system_score_gemma":0.02389684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04319932,"about_ca_topic_score_gemma":0.07668635,"domain_scores_codex":[0.9908132,0.004824317,0.0005961268,0.001187471,0.001720313,0.0008584996],"domain_scores_gemma":[0.9858543,0.008606896,0.002510047,0.001085928,0.001312542,0.0006302799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001396541,0.0001134789,0.1408966,0.003233782,0.0004168869,0.0009375673,0.4448852,0.0007333953,0.002561918,0.2833921,0.00161318,0.1210762],"study_design_scores_gemma":[0.00004587239,0.0003143059,0.1986911,0.004957463,0.0007483029,0.0007329397,0.648372,0.001683632,0.001264521,0.08380114,0.05932732,0.00006154582],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8482422,0.02197292,0.0232793,0.01512673,0.0002436689,0.0004868195,0.0002710706,0.00004821637,0.09032911],"genre_scores_gemma":[0.9916437,0.00221695,0.00463926,0.0006294383,0.00001843454,0.0001248956,0.00004199267,0.00001652619,0.000668723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04319932,"threshold_uncertainty_score":0.1155825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02890746806526828,"score_gpt":0.2870281535216486,"score_spread":0.2581206854563803,"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."}}