{"id":"W4411993600","doi":"10.15353/cjds.v13i3.1166","title":"Not Overly Accessible: Accessibility Services at Universities Across Canada","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Disability Studies","topic":"Digital Accessibility for Disabilities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capilano University","funders":"","keywords":"Public relations; Political science; Business; Public administration","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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"],"consensus_categories":["sts"],"category_scores_codex":[0.002108537,0.0003370654,0.0006700321,0.00007456281,0.001717477,0.001007996,0.001304275,0.0001373222,0.0004794502],"category_scores_gemma":[0.0008936062,0.0002952295,0.0003313335,0.0007920408,0.004735438,0.00332339,0.0002324986,0.000372753,0.00001349433],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01504053,"about_ca_system_score_gemma":0.01057034,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9441561,"about_ca_topic_score_gemma":0.9996459,"domain_scores_codex":[0.9962426,0.0003167655,0.0009184995,0.0005292918,0.0009751084,0.001017701],"domain_scores_gemma":[0.9961507,0.001228933,0.0002570912,0.0004697496,0.0008640563,0.001029443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001099934,0.00008334419,0.8363749,0.002082066,0.0007677249,0.0002324483,0.1301742,0.00003638467,0.000006949311,0.006799014,0.009204351,0.01412864],"study_design_scores_gemma":[0.0002842277,0.00009899262,0.218572,0.000524179,0.0001282575,0.00001511256,0.6411172,0.00001029282,0.000125118,0.009556548,0.1289916,0.0005764777],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698669,0.0072068,8.902576e-7,0.006927906,0.002909605,0.0002436181,0.0007228681,0.00005459513,0.01206676],"genre_scores_gemma":[0.9967285,0.0001215441,0.00002205524,0.0003343732,0.0004392184,0.000005657314,0.00000617311,0.00002275084,0.002319701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6178029,"threshold_uncertainty_score":0.99995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03991296454505196,"score_gpt":0.3600718595149813,"score_spread":0.3201588949699293,"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."}}