{"id":"W4324332958","doi":"10.24059/olj.v27i1.3080","title":"Universal Design for Learning Infusion in Online Higher Education","year":2023,"lang":"en","type":"article","venue":"Online Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Universal Design for Learning; Online learning; Professional development; Institution; Higher education; Qualitative research; Psychology; Pedagogy; Medical education; Mathematics education; Computer science; Sociology; Multimedia; Medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02352877,0.0003550723,0.0003657837,0.0008276902,0.003060529,0.004750637,0.001861649,0.001118777,0.003153174],"category_scores_gemma":[0.02317993,0.0002784206,0.000375558,0.0007772375,0.008603537,0.005114015,0.006770758,0.001761459,0.00043694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00389216,"about_ca_system_score_gemma":0.004981293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006130192,"about_ca_topic_score_gemma":0.00136603,"domain_scores_codex":[0.9748455,0.0208705,0.0004120233,0.0008121039,0.001784469,0.001275555],"domain_scores_gemma":[0.9803416,0.01447859,0.0008618949,0.002214922,0.0009417899,0.001161193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001990078,0.001352509,0.01170601,0.001652964,0.00002688784,0.001979015,0.4996288,0.002504953,0.008290913,0.1619804,0.00473673,0.3059418],"study_design_scores_gemma":[0.0001425799,0.002262365,0.007924153,0.002565236,0.00004358332,0.003594721,0.459522,0.01074175,0.01570071,0.1081209,0.3892482,0.0001337538],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5976233,0.0007704266,0.3272187,0.004804928,0.0002475765,0.002486786,0.00009469459,0.0004890235,0.06626446],"genre_scores_gemma":[0.8988839,0.0002081978,0.09395774,0.000698889,0.00002077354,0.001079496,0.0000282064,0.00006892296,0.005053956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02352877,"threshold_uncertainty_score":0.1244335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04444339904050059,"score_gpt":0.362809900555305,"score_spread":0.3183665015148044,"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."}}