{"id":"W4220735661","doi":"10.5206/cjsotlrcacea.2022.1.13588","title":"Faculty Perspectives on UDL: Exploring Bridges and Barriers for Broader Adoption in Higher Education","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal for the Scholarship of Teaching and Learning","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Universal Design for Learning; Scholarship; Higher education; Context (archaeology); Pedagogy; Faculty development; Special education; Sociology; Political science; Professional development; Medical education; Psychology; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06823725,0.0004640626,0.0007285369,0.00237034,0.02621911,0.02189682,0.003546644,0.004471658,0.008015299],"category_scores_gemma":[0.09747966,0.0007718226,0.0007201501,0.003973709,0.02297132,0.01476221,0.01765284,0.006300644,0.0006267967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02797898,"about_ca_system_score_gemma":0.06305276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05073525,"about_ca_topic_score_gemma":0.055501,"domain_scores_codex":[0.9288464,0.04418674,0.002925547,0.002825752,0.01141777,0.009797791],"domain_scores_gemma":[0.8972266,0.06260957,0.007822674,0.003915508,0.01443093,0.01399476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002984001,0.0001412416,0.01124116,0.0003179102,0.00001000393,0.000506217,0.9337183,0.0001059047,0.0005723902,0.01637584,0.00186456,0.03511665],"study_design_scores_gemma":[0.000006318662,0.00006744052,0.003694249,0.0003311473,0.000008171513,0.0001325591,0.9674702,0.000157729,0.0003158817,0.002696695,0.02509067,0.00002891376],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8631739,0.003104706,0.01091494,0.07644033,0.0003596619,0.0003542233,0.00008381883,0.0001245843,0.04544383],"genre_scores_gemma":[0.9918835,0.0008133203,0.002055512,0.002764182,0.00003443976,0.00008527815,0.00001579893,0.00003171477,0.00231627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06823725,"threshold_uncertainty_score":0.3608774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1635012629767239,"score_gpt":0.3806837252286135,"score_spread":0.2171824622518896,"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."}}