{"id":"W1529693044","doi":"10.18061/dsq.v35i2.4632","title":"Universal Design: Places to Start","year":2015,"lang":"en","type":"article","venue":"Disability Studies Quarterly","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Universal design; Cognitive reframing; Universal Design for Learning; Listing (finance); Computer science; Sociology; Engineering ethics; Human–computer interaction; Epistemology; World Wide Web; Psychology; Pedagogy; Engineering; Social psychology; Business","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":[0.03590467,0.00151716,0.001080505,0.002320535,0.009555927,0.01970496,0.00425891,0.006923695,0.02387108],"category_scores_gemma":[0.0534844,0.001444623,0.00179158,0.001595985,0.02900745,0.04369932,0.02238739,0.0135977,0.00817851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006506926,"about_ca_system_score_gemma":0.01053284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001911698,"about_ca_topic_score_gemma":0.002882178,"domain_scores_codex":[0.9485358,0.04083157,0.001654777,0.002317081,0.004387706,0.00227303],"domain_scores_gemma":[0.9557647,0.02344517,0.001480711,0.009744591,0.005234311,0.004330525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007081901,0.0001047396,0.0003830871,0.0006414566,0.00001731971,0.0001918693,0.0373523,0.0004886287,0.0004695827,0.83857,0.03314121,0.08856905],"study_design_scores_gemma":[0.00003025925,0.0001178547,0.0001503471,0.001619626,0.00001628942,0.0002304189,0.01809582,0.000598589,0.0008507742,0.3291255,0.6491108,0.00005383873],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007970887,0.006565681,0.6873331,0.09034346,0.006083304,0.0006652055,0.0001314603,0.003898177,0.1970088],"genre_scores_gemma":[0.3237222,0.005783382,0.550943,0.02096741,0.001108352,0.002683389,0.0003475285,0.00458754,0.08985729],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03590467,"threshold_uncertainty_score":0.1898842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2123160801270985,"score_gpt":0.4500529890033224,"score_spread":0.2377369088762239,"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."}}