{"id":"W240040451","doi":"10.1177/0145482x1210601015","title":"How a Braille Contest Serendipitously Accelerated the Use of Digital Audio Players","year":2012,"lang":"en","type":"article","venue":"Journal of Visual Impairment & Blindness","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Braille; CONTEST; Visually impaired; Audio equipment; Multimedia; Computer science; Internet privacy; Psychology; Human–computer interaction; Engineering; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01199089,0.0009972516,0.0004936937,0.001622117,0.01950277,0.03042706,0.002875729,0.007097399,0.03461904],"category_scores_gemma":[0.02585397,0.001098571,0.001156222,0.0007815872,0.01405435,0.01306446,0.0131749,0.01255467,0.01095447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01745849,"about_ca_system_score_gemma":0.02724243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2571141,"about_ca_topic_score_gemma":0.3654521,"domain_scores_codex":[0.9786211,0.006063695,0.0003971133,0.00308755,0.006924449,0.004906109],"domain_scores_gemma":[0.9769784,0.003552412,0.0006291216,0.001839029,0.009114275,0.007886739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005430039,0.0007611237,0.01193905,0.0004083676,0.00006317479,0.002271154,0.07251033,0.001169548,0.006152594,0.2391455,0.5269384,0.1380977],"study_design_scores_gemma":[0.00005056774,0.0001130788,0.001891354,0.0001780616,0.0000162596,0.0002303414,0.01418525,0.000374801,0.001594383,0.00521238,0.9760174,0.0001361104],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1280064,0.002551371,0.02468417,0.1875912,0.01647214,0.0004642161,0.0007389852,0.002501209,0.6369902],"genre_scores_gemma":[0.5948288,0.001011934,0.01695651,0.03073613,0.001424142,0.0003902811,0.0004296172,0.002335259,0.3518873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2571141,"threshold_uncertainty_score":0.511235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1655983083685686,"score_gpt":0.3518221588196256,"score_spread":0.1862238504510569,"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."}}