{"id":"W4416702534","doi":"10.1145/3773967.3773968","title":"Enhancing Music Accessibility through AI Systems for and with d/Deaf Individuals","year":2025,"lang":"en","type":"article","venue":"ACM SIGACCESS Accessibility and Computing","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Lyrics; Formative assessment; Bridge (graph theory); Musical; Key (lock); Sign language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002340363,0.0004419106,0.0001863309,0.0009127628,0.001229501,0.00306456,0.0007981673,0.0006314173,0.009879831],"category_scores_gemma":[0.01160517,0.0001662438,0.0003639706,0.0003563319,0.000888794,0.002820289,0.003879203,0.0005327135,0.001460432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004450217,"about_ca_system_score_gemma":0.0008380853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001316672,"about_ca_topic_score_gemma":0.001739422,"domain_scores_codex":[0.9984732,0.0008395643,0.0001074385,0.0001695236,0.0002516338,0.0001585218],"domain_scores_gemma":[0.9936579,0.004142636,0.0003502684,0.0005903619,0.0005978688,0.000660998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001184415,0.003059325,0.03424203,0.001566595,0.00009065444,0.001120934,0.0578452,0.001813817,0.08722216,0.01266485,0.007210831,0.7919792],"study_design_scores_gemma":[0.001782112,0.01357576,0.1576368,0.001916536,0.001152548,0.007659995,0.183237,0.04828935,0.1471034,0.06093434,0.3757922,0.0009201115],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8859,0.000372207,0.06433853,0.001197162,0.00007943404,0.0003965005,0.0001078702,0.00207618,0.04553225],"genre_scores_gemma":[0.9472614,0.0003098571,0.04485705,0.0002476121,0.0000336688,0.0002819993,0.00007428844,0.00007234174,0.006861705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009879831,"threshold_uncertainty_score":0.03305131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05537379545764809,"score_gpt":0.3874015636035925,"score_spread":0.3320277681459444,"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."}}