{"id":"W2953667564","doi":"10.36021/jethe.v2i1.17","title":"Universal Design for Learning (UDL)","year":2019,"lang":"en","type":"article","venue":"Journal of Effective Teaching in Higher Education","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Durham College","funders":"","keywords":"Universal Design for Learning; Context (archaeology); Psychology; Mathematics education; Computer science; Medical education; Medicine; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008093725,0.0001462651,0.0002986051,0.0005451061,0.0001105964,0.000029548,0.0001727984,0.0001238697,0.0003030917],"category_scores_gemma":[0.0005825222,0.0001325214,0.0001109154,0.0002144234,0.00002428604,0.0002069976,0.00001263658,0.001481187,0.00003142785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000392958,"about_ca_system_score_gemma":0.0001219057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005194717,"about_ca_topic_score_gemma":3.748063e-7,"domain_scores_codex":[0.9945352,0.004536199,0.0003598505,0.000198127,0.0001443367,0.0002262788],"domain_scores_gemma":[0.9964926,0.002604876,0.0005703804,0.0001319089,0.0001562754,0.00004392495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002223115,0.001653802,0.4991185,0.0001251764,0.0003980832,0.000009815178,0.04708094,0.01241283,0.0228748,0.09512633,0.007379168,0.3115974],"study_design_scores_gemma":[0.00200519,0.001969988,0.9296008,0.0002852779,0.00005201054,0.00004101978,0.002454822,0.0001291203,0.0001085763,0.002650643,0.06045929,0.0002432309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9034387,0.0002092417,0.07592828,0.0004179633,0.006069578,0.0005533107,3.250973e-7,0.00002824848,0.01335434],"genre_scores_gemma":[0.9619389,6.373878e-7,0.0268582,0.0001281634,0.0006942929,0.00002506364,0.000002913204,0.00003297231,0.01031881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4304823,"threshold_uncertainty_score":0.6435104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04929686000973778,"score_gpt":0.4069857702488785,"score_spread":0.3576889102391407,"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."}}