{"id":"W286030151","doi":"10.1177/0145482x1010400906","title":"The Unified English Braille Code: Examination by Science, Mathematics, and Computer Science Technical Expert Braille Readers","year":2010,"lang":"en","type":"article","venue":"Journal of Visual Impairment & Blindness","topic":"Digital Accessibility for Disabilities","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; University of British Columbia","funders":"","keywords":"Braille; Reading (process); Computer science; Mathematics education; Usability; Code (set theory); Multimedia; Psychology; Human–computer interaction; Programming language; Linguistics; Set (abstract data type)","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.0102638,0.0001691191,0.0002614525,0.0002635049,0.001761055,0.001910207,0.001296856,0.0001029416,0.00003085686],"category_scores_gemma":[0.003050872,0.0001143721,0.00008922945,0.001104797,0.009784452,0.003232265,0.0003029381,0.0003853845,0.000002727819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002768712,"about_ca_system_score_gemma":0.001001651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006396785,"about_ca_topic_score_gemma":0.0002801056,"domain_scores_codex":[0.9963446,0.00008821517,0.0006831722,0.0003216361,0.00198871,0.0005736514],"domain_scores_gemma":[0.9968579,0.0006301135,0.0004717724,0.0002664494,0.001365358,0.0004083884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003767643,0.0283524,0.01083755,0.0002300873,0.000131559,0.0000222567,0.3727243,0.00001448341,0.09384839,0.1747054,0.02628888,0.2924679],"study_design_scores_gemma":[0.008127312,0.01566559,0.04218201,0.0008356991,0.0001709287,0.0002602238,0.6782863,0.006694853,0.05223468,0.04316302,0.1493539,0.003025541],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913534,0.00005898284,0.0004257438,0.00132323,0.001566379,0.0003496993,0.00000487116,0.00004979424,0.004867902],"genre_scores_gemma":[0.9975397,0.00004493003,0.001574998,0.0001271869,0.0004189116,0.000007013137,7.779261e-7,0.00001224202,0.0002742263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.305562,"threshold_uncertainty_score":0.9995385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.019440752867967,"score_gpt":0.3524386897443155,"score_spread":0.3329979368763485,"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."}}