{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03159498,0.0007756157,0.001584665,0.009457055,0.002369901,0.008874631,0.001894987,0.001962319,0.00416991],"category_scores_gemma":[0.09811088,0.000647124,0.001359045,0.007103316,0.006609965,0.01082673,0.007440329,0.002072401,0.000827566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002847799,"about_ca_system_score_gemma":0.008601943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001801136,"about_ca_topic_score_gemma":0.001961572,"domain_scores_codex":[0.9474716,0.03479615,0.00721861,0.001700606,0.007906132,0.0009070098],"domain_scores_gemma":[0.9116739,0.07184768,0.004835294,0.002972912,0.007754094,0.0009161179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001422772,0.0001248888,0.005178046,0.04281367,0.000227569,0.0005227233,0.02929629,0.0006549691,0.0008923845,0.1214598,0.007636733,0.7910506],"study_design_scores_gemma":[0.00007922077,0.0005524047,0.00998143,0.08907092,0.0007376999,0.003925754,0.03598505,0.0006743527,0.001862225,0.1412763,0.7156838,0.0001707731],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04292229,0.6543509,0.1698042,0.02864624,0.002502532,0.001937373,0.0006272527,0.0004895743,0.0987196],"genre_scores_gemma":[0.3497353,0.4646488,0.1622081,0.007809608,0.0009349716,0.006303471,0.000765572,0.0002424111,0.0073518],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03159498,"threshold_uncertainty_score":0.1670922,"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."}}