{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001248229,0.0001564078,0.0002137301,0.0004662119,0.0006879467,0.00007024504,0.0002187916,0.0001912091,0.000265106],"category_scores_gemma":[0.001094692,0.0001724476,0.00008184455,0.001333217,0.00007006027,0.0003090956,0.00007218625,0.0007828664,0.00008355193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001852593,"about_ca_system_score_gemma":0.0008313755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005490308,"about_ca_topic_score_gemma":0.0006638051,"domain_scores_codex":[0.9978815,0.0006200194,0.0002764434,0.0003502331,0.0003160997,0.0005557327],"domain_scores_gemma":[0.9988514,0.0006228343,0.0001612864,0.000100359,0.0001494485,0.0001147023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001414106,0.0005546928,0.08510183,0.00006502765,0.00002645766,0.00001996374,0.008205852,0.1624293,0.00181103,0.007157962,0.002642683,0.7318438],"study_design_scores_gemma":[0.0006301976,0.000194665,0.02140628,0.000138994,0.00001760567,5.077983e-7,0.0272908,0.01692251,0.00001220876,0.0006576119,0.9324538,0.000274863],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844116,0.0001324066,0.0009939326,0.009297447,0.0007017836,0.0004863872,0.000005291916,0.0007108804,0.003260256],"genre_scores_gemma":[0.8268884,0.0005386103,0.02959968,0.0002127478,0.002434623,0.00003389634,0.0009221941,0.00008352505,0.1392863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9298111,"threshold_uncertainty_score":0.703221,"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."}}