{"id":"W3043537928","doi":"10.4018/978-1-7998-3476-2.ch057","title":"Towards Disability-Aware Social Media-Enriched Virtual Learning Environments","year":2020,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Digital Accessibility for Disabilities","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Learning disability; Social media; Virtual learning environment; Face (sociological concept); Computer science; Psychology; Social learning; Multimedia; Mathematics education; Pedagogy; World Wide Web; Sociology; Developmental 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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005074605,0.0007379502,0.0009654523,0.00003408154,0.0008435153,0.0004954111,0.001176011,0.0009383403,0.0006624698],"category_scores_gemma":[0.0008783272,0.0007980225,0.0007367611,0.00005661693,0.003608582,0.0003688814,0.0007353926,0.0008757167,0.0007935773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002177476,"about_ca_system_score_gemma":0.0005974018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005317493,"about_ca_topic_score_gemma":0.002204733,"domain_scores_codex":[0.9949488,0.0002075478,0.0008114854,0.001210602,0.002007715,0.0008138396],"domain_scores_gemma":[0.9982367,0.0003033722,0.0004012308,0.0004274285,0.00007221026,0.0005591149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005976563,0.00005116888,0.0003757762,0.00004561695,0.0001074733,0.00001508668,0.006964491,0.000001494305,0.000002012124,0.9540703,0.0006426527,0.0376642],"study_design_scores_gemma":[0.0003855524,0.0001298155,0.0005357954,0.00005466191,0.0001353243,0.000001147914,0.007387353,0.00000305171,0.000004600895,0.8227928,0.1675792,0.0009907281],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003591573,0.0000724796,0.00003305197,0.0007387002,0.0008018206,0.0006379067,0.0005503081,0.0004538455,0.9931203],"genre_scores_gemma":[0.9270633,0.000006352986,0.00002453893,0.0002720334,0.001576736,0.00003488729,0.00005948871,0.0000817044,0.07088095],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9234717,"threshold_uncertainty_score":0.9999844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03409833105148839,"score_gpt":0.2850779906931504,"score_spread":0.250979659641662,"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."}}