{"id":"W1523120497","doi":"10.18438/b8m90f","title":"Making Life Easier for the Visually Impaired Web Searcher: It Is Now Clearer How This Should and Can Be Done, but Implementation Lags","year":2013,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Digital Accessibility for Disabilities","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The Internet; Computer science; Screen reader; Coding (social sciences); Task (project management); World Wide Web; Observational study; Psychology; Visual search; Information retrieval; Visually impaired; Multimedia; Human–computer interaction; Artificial intelligence; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001359929,0.0001325896,0.0001185588,0.00007829899,0.0007635566,0.00361738,0.0002644144,0.0000867775,0.001392567],"category_scores_gemma":[0.003592138,0.000102199,0.00005345752,0.0002866552,0.0003329265,0.2085769,0.0001239596,0.0001560311,0.00002067615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000330528,"about_ca_system_score_gemma":0.0006078242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004254102,"about_ca_topic_score_gemma":0.00004589859,"domain_scores_codex":[0.998436,0.000265906,0.0003351373,0.0001752757,0.0004979019,0.0002897767],"domain_scores_gemma":[0.9952075,0.003959625,0.0002945937,0.000193063,0.0001869809,0.0001582692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001122459,0.0001748079,0.04987222,0.0011828,0.0001953085,8.618204e-7,0.08597987,0.00001895695,0.0001195219,0.1764386,0.4998949,0.1849997],"study_design_scores_gemma":[0.0004534037,0.0001849341,0.01437289,0.0001090466,0.00005152545,0.000001541394,0.158792,0.00324025,0.0002682536,0.0008161429,0.821461,0.000248982],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1133069,0.0002170464,0.0002328606,0.8748589,0.0001049885,0.001712076,0.0001131831,0.0001190026,0.00933504],"genre_scores_gemma":[0.8695526,0.0006453899,0.0009442532,0.127296,0.00009842745,0.0002079099,0.00003414213,0.0000103232,0.001211019],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7562457,"threshold_uncertainty_score":0.9995203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100790019745049,"score_gpt":0.3869241521004913,"score_spread":0.2861341323554423,"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."}}