{"id":"W1889460518","doi":"10.47678/cjhe.v44i1.183704","title":"Accessible by design: Applying UDL principles in a first year undergraduate course","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":178,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; York University","funders":"","keywords":"Flexibility (engineering); Universal Design for Learning; Psychology; Medical education; Course (navigation); Variety (cybernetics); Perspective (graphical); Perception; Intervention (counseling); Higher education; Mathematics education; Engineering; Computer science; Medicine; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000842355,0.00006380401,0.0001009248,0.0001417703,0.0002321558,0.0001509052,0.0002326208,0.0000514129,0.000619662],"category_scores_gemma":[0.0001404146,0.0000655216,0.00003224593,0.0002588937,0.0001073537,0.0002665673,0.000003299869,0.0001069252,0.00003549982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005930843,"about_ca_system_score_gemma":0.004619353,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02391216,"about_ca_topic_score_gemma":0.1079337,"domain_scores_codex":[0.9990644,0.0001768902,0.0002466051,0.00009441143,0.0001776858,0.0002400281],"domain_scores_gemma":[0.9990651,0.00008227881,0.0001524447,0.0001018486,0.0001288026,0.0004695036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000901047,0.0003126565,0.5159205,0.00002451387,0.00001833761,8.412777e-7,0.01274315,0.0002673425,0.00001286645,0.05133921,0.4097658,0.00958588],"study_design_scores_gemma":[0.0001336163,0.00002095801,0.06598277,0.00005690516,0.000009749054,7.398579e-7,0.003213708,0.000004526911,0.00001250969,0.006162971,0.924316,0.00008551832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6403408,0.00318356,0.00117634,0.2567063,0.01187905,0.001193625,0.000007853963,0.00003585105,0.08547661],"genre_scores_gemma":[0.9860352,0.00002555638,0.0005401057,0.0005496377,0.0003640028,0.00001979995,0.000002957698,0.000008202566,0.01245455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5145503,"threshold_uncertainty_score":0.9825877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05404836620067335,"score_gpt":0.3464519849424827,"score_spread":0.2924036187418094,"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."}}