{"id":"W4413888227","doi":"10.63409/2025.50","title":"From Post-Hoc Accommodation to Inclusive Design","year":2025,"lang":"en","type":"article","venue":"CAUT Journal","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Accommodation; Psychology; Neuroscience","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02265826,0.001237904,0.0006248225,0.001810711,0.00378424,0.009678636,0.002808577,0.001819302,0.02289482],"category_scores_gemma":[0.02482999,0.0006032595,0.0009300653,0.001420944,0.01152309,0.006529134,0.01206188,0.003586653,0.005492402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00545847,"about_ca_system_score_gemma":0.008591969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001361575,"about_ca_topic_score_gemma":0.001836029,"domain_scores_codex":[0.9707012,0.02180964,0.001122523,0.001777125,0.003697574,0.0008918673],"domain_scores_gemma":[0.97914,0.007651596,0.001301364,0.007579672,0.002953763,0.001373553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001353002,0.0003209496,0.001371709,0.001085484,0.00003810249,0.0001919451,0.01308403,0.0036335,0.001544222,0.6380067,0.01251344,0.3280747],"study_design_scores_gemma":[0.00008041676,0.0007667244,0.0009227186,0.001086993,0.00004431757,0.0003277531,0.009575919,0.003814738,0.004354208,0.3023246,0.6766388,0.00006275802],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0240265,0.002410216,0.6560909,0.01009903,0.001725817,0.001420372,0.0001295453,0.001188343,0.3029093],"genre_scores_gemma":[0.5046962,0.004043873,0.3490809,0.003602006,0.0007841201,0.003046344,0.0004169175,0.001585471,0.1327441],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02289482,"threshold_uncertainty_score":0.1198298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1788012639242769,"score_gpt":0.4634368579576031,"score_spread":0.2846355940333262,"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."}}