{"id":"W4391773501","doi":"10.4018/979-8-3693-0240-8.ch009","title":"AI as an Accessibility Tool","year":2024,"lang":"en","type":"book-chapter","venue":"Advances in educational marketing, administration, and leadership book series","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008095026,0.0004015466,0.0003196396,0.0002172537,0.0002104198,0.0005907035,0.0005536834,0.0002419522,0.0003680567],"category_scores_gemma":[0.0003377085,0.0004139853,0.00008308989,0.0001016747,0.0003643857,0.003498034,0.00008078179,0.0006707529,0.00005660131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008791976,"about_ca_system_score_gemma":0.00133001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003476832,"about_ca_topic_score_gemma":0.0002175577,"domain_scores_codex":[0.9976392,0.0000986156,0.0005930527,0.0009641506,0.0004053854,0.0002995307],"domain_scores_gemma":[0.9984069,0.0004761881,0.0002653607,0.0005219722,0.0001900706,0.0001395311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006409988,0.00006529124,0.001160992,0.0005234054,0.00001940058,0.0000131622,0.0007256867,0.0000127639,0.000001080643,0.9927084,0.0007520924,0.00395362],"study_design_scores_gemma":[0.00008379101,0.0001843112,0.001655591,0.000490846,0.00002306284,0.00007326705,0.0003842419,0.0002781423,0.000006803273,0.4363107,0.5600341,0.0004751401],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000802537,0.07093391,0.0008094652,0.1479051,0.00261356,0.0007039699,0.00006050853,0.0004803363,0.7756906],"genre_scores_gemma":[0.04296542,0.004670688,0.004585388,0.002378108,0.001135588,0.00003630721,0.0002058993,0.000051509,0.9439711],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.559282,"threshold_uncertainty_score":0.9998312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02950096069443884,"score_gpt":0.3250138972233841,"score_spread":0.2955129365289453,"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."}}