{"id":"W4399828459","doi":"10.32920/26060776","title":"Identifying with Disability: Benefit or Barrier? A Three-Part Study Examining the Impact of Disability on Over-Qualification, Access to Work-Related Training, and Inclusion in University Classrooms","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Inclusion (mineral); Work (physics); Training (meteorology); Psychology; Medical education; Medicine; Engineering; Geography; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005520232,0.0003833373,0.0006041477,0.0007984327,0.002777346,0.00186288,0.001006119,0.001026429,0.002434602],"category_scores_gemma":[0.01054885,0.0006502774,0.0009739719,0.001434177,0.00159212,0.001674446,0.002142369,0.002044188,0.0004628453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002433544,"about_ca_system_score_gemma":0.004103946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08331339,"about_ca_topic_score_gemma":0.1780163,"domain_scores_codex":[0.997081,0.001565308,0.0001411392,0.0001971958,0.0003108142,0.0007045803],"domain_scores_gemma":[0.99199,0.002864805,0.002021257,0.00053766,0.0007836741,0.00180259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002955469,0.00294593,0.9641685,0.00004153398,0.00005989124,0.0002623181,0.0251635,0.00005979912,0.0002198399,0.0001487959,0.0005432529,0.006091265],"study_design_scores_gemma":[0.00002762954,0.0009169462,0.9525236,0.00004074547,0.00004263696,0.0001009769,0.04536482,0.0001681603,0.00009798587,0.00006570691,0.0006358941,0.00001490962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996644,0.00003115234,0.000009291801,0.00008751867,0.000002223212,0.00001710106,0.00004006041,2.917148e-7,0.0001478787],"genre_scores_gemma":[0.9991253,0.00009093034,0.00003383413,0.0001709125,0.000004904382,0.0000490321,0.00009104793,8.903232e-7,0.0004330183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08331339,"threshold_uncertainty_score":0.1656569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1471304284009139,"score_gpt":0.4155960679020018,"score_spread":0.2684656395010879,"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."}}