{"id":"W2973030219","doi":"","title":"Universal Design on University Campuses: A Literature Review","year":2019,"lang":"en","type":"review","venue":"Scholarship@Western (Western University)","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University; University of Manitoba","funders":"","keywords":"Universal design; Higher education; Face (sociological concept); Inclusion (mineral); Quality (philosophy); Point (geometry); Pedagogy; Disabled people; Medical education; Psychology; Commission; Sociology; Public relations; Political science; Engineering; Medicine; Social science; Social psychology; Applied psychology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001414139,0.0007993,0.001771598,0.0009242268,0.0007665771,0.000429971,0.002429737,0.0008854868,0.0002799018],"category_scores_gemma":[0.000225362,0.0008625462,0.0009489195,0.002383583,0.0004119219,0.001604017,0.0003743533,0.001484081,0.002395131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002800395,"about_ca_system_score_gemma":0.002536924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002334822,"about_ca_topic_score_gemma":0.0009728628,"domain_scores_codex":[0.9924787,0.004042394,0.0004470705,0.001286542,0.0008995425,0.0008457433],"domain_scores_gemma":[0.9964283,0.0006870279,0.0006133511,0.001263666,0.0003354463,0.0006722016],"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":[0.0005538213,0.003888146,0.02976186,0.1783883,0.002794762,0.004051529,0.01992609,0.00002112299,3.854809e-7,0.01828158,0.002354601,0.7399778],"study_design_scores_gemma":[0.0003289334,0.0001236813,0.0002767277,0.07202157,0.001194919,0.0000107588,0.0008477864,5.588314e-9,1.501474e-7,0.00001506609,0.9243976,0.0007828205],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003635665,0.9896227,0.00008214884,0.00075772,0.001193695,0.003129751,0.0001715258,0.0003484721,0.004330447],"genre_scores_gemma":[0.00003041319,0.9182968,0.00002490379,0.0005818659,0.0001941689,0.000001747716,0.0001604505,0.00006967822,0.08063997],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.922043,"threshold_uncertainty_score":0.9993826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2740880763079488,"score_gpt":0.4215189433071469,"score_spread":0.1474308669991981,"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."}}