{"id":"W4412400914","doi":"10.33137/ijidi.v9i1/2.43997","title":"Accessibility, Disability, and Inclusive Instrument Design","year":2025,"lang":"en","type":"article","venue":"The International Journal of Information Diversity & Inclusion (IJIDI)","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Universal design; Psychology; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.003786457,0.0001286179,0.0002173293,0.0002371773,0.003053129,0.00003851063,0.001996432,0.0001650269,0.0002709694],"category_scores_gemma":[0.00132266,0.0000893543,0.00009471244,0.000220385,0.0004851948,0.001075867,0.0219102,0.0007725225,0.00002887262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001107892,"about_ca_system_score_gemma":0.0003703086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001749709,"about_ca_topic_score_gemma":0.00006696854,"domain_scores_codex":[0.997558,0.0005342981,0.0009504817,0.00009959014,0.0006983561,0.0001592612],"domain_scores_gemma":[0.9958716,0.001187521,0.001000201,0.0003797967,0.001494612,0.00006626416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001851665,0.000406053,0.7851399,0.00009403731,0.0005002526,0.000003918837,0.01918183,0.0001476555,0.0001867286,0.04168822,0.02715614,0.1236436],"study_design_scores_gemma":[0.004457609,0.0001795234,0.827633,0.0005183042,0.0001395273,0.00002223483,0.01817166,0.001669007,0.0006623988,0.07188968,0.07439399,0.0002630736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8571628,0.0001312301,0.03817401,0.08847089,0.001863538,0.0008545841,0.00002929833,0.00007397113,0.01323965],"genre_scores_gemma":[0.9930257,0.0002809744,0.001413492,0.005087798,0.00005412617,0.000008497728,0.000009806914,0.000002421514,0.0001171739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1358629,"threshold_uncertainty_score":0.9982448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0503127062176868,"score_gpt":0.4034637179731545,"score_spread":0.3531510117554677,"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."}}