{"id":"W7117756651","doi":"10.47678/cjhe.v55i4.190629","title":"Are Graduate Students with Disabilities Seen? A Study of Canadian University Websites, Policies, and Faculty Training Materials","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Accommodation; Visibility; Graduate students; Consistency (knowledge bases); Inclusion (mineral); Higher education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003902396,0.00007551364,0.0001701716,0.0005837962,0.0003667553,0.0001172892,0.0002137803,0.00003629215,0.0003483412],"category_scores_gemma":[0.00009461366,0.00007248207,0.00001860531,0.0005359161,0.0002361762,0.0001829634,0.000005969976,0.00006984841,0.000001365502],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007802289,"about_ca_system_score_gemma":0.007848075,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8954024,"about_ca_topic_score_gemma":0.9809079,"domain_scores_codex":[0.9991083,0.0001807565,0.0002013385,0.0001010782,0.0001975373,0.0002109508],"domain_scores_gemma":[0.9988472,0.0000405584,0.0001897106,0.00009679869,0.0003136742,0.0005120361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009874802,0.0001454849,0.875963,0.00001579983,0.00005368105,0.000001399193,0.1084694,0.000002810176,0.000002467248,0.002297968,0.01274804,0.0002901125],"study_design_scores_gemma":[0.000148823,0.00003851787,0.5665533,0.00005066989,0.00003313199,6.250204e-7,0.3370723,9.933363e-9,0.000002955561,0.0001483014,0.09590842,0.00004297463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878472,0.00008276013,1.902176e-7,0.008046953,0.0006828987,0.000226189,0.00003600883,0.000002998357,0.003074793],"genre_scores_gemma":[0.98649,0.000007742187,0.00002266326,0.0002422068,0.00007632068,0.000001895855,0.000004704224,0.000003967576,0.01315053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3094096,"threshold_uncertainty_score":0.9977765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1112297618098845,"score_gpt":0.3700588559382804,"score_spread":0.2588290941283959,"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."}}