{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002322209,0.0001163431,0.0001904082,0.00002474207,0.0004778856,0.0001010766,0.0002734189,0.00004867459,0.0001039865],"category_scores_gemma":[0.002323907,0.0001122489,0.00003933877,0.0003833871,0.0006855213,0.0005423792,0.00002546568,0.0001144146,0.0006547453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006189193,"about_ca_system_score_gemma":0.0003398721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002974597,"about_ca_topic_score_gemma":0.005251222,"domain_scores_codex":[0.9975792,0.00111047,0.0001901344,0.0003172524,0.0004772395,0.0003256766],"domain_scores_gemma":[0.9978026,0.001194835,0.00007854401,0.0002667456,0.0003420764,0.0003152527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008175038,0.0001886061,0.05122648,0.000008914099,0.00006293505,0.000001393893,0.8953509,0.00006971646,0.000003854168,0.002597746,0.04438787,0.006019808],"study_design_scores_gemma":[0.0001446609,0.0003792293,0.005046775,0.000006622391,0.0000166886,1.481998e-7,0.6290606,0.000002764133,0.00000338346,0.001104419,0.3641008,0.000133975],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9272169,0.0002409552,0.0004642661,0.06086936,0.001390749,0.0005387363,0.000003740139,0.0002433334,0.009031957],"genre_scores_gemma":[0.9940909,0.000007056881,0.002519804,0.0002834962,0.0003015807,0.00004082013,0.000001178043,0.000008732984,0.002746415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3197129,"threshold_uncertainty_score":0.8415645,"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."}}