{"id":"W2914983895","doi":"","title":"Smartphone and tablet usage among individuals with vision impairment: Are mainstream devices replacing traditional visual aids?","year":2018,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Digital Accessibility for Disabilities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; Université de Montréal","funders":"","keywords":"Mainstream; Visual impairment; Tablet pc; Optometry; Computer science; Psychology; Medicine; Multimedia; Psychiatry","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":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003127293,0.0003508574,0.0004183251,0.0003121464,0.002447338,0.0007768655,0.0007287524,0.0001702401,0.000469094],"category_scores_gemma":[0.001489552,0.0002925461,0.00005764898,0.001961138,0.05000381,0.005378696,0.0003710942,0.0002644083,0.00004277228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003249384,"about_ca_system_score_gemma":0.0009703948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001288204,"about_ca_topic_score_gemma":0.0006964811,"domain_scores_codex":[0.9954361,0.0004684639,0.0004664293,0.001236714,0.001374273,0.001018066],"domain_scores_gemma":[0.9975432,0.0006124526,0.0004322463,0.0002643852,0.0004437026,0.0007040706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004058409,0.0003426475,0.9841834,0.00002597191,0.00002629133,0.00003658119,0.01018874,0.000002132014,0.002923528,0.001772209,0.00009433241,0.0003635386],"study_design_scores_gemma":[0.0004511008,0.002827005,0.9496175,0.0002445642,0.00002472675,0.00007287693,0.0167413,0.00005803688,0.0119084,0.01739161,0.0001996911,0.0004631689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789208,0.00005786651,0.000002538849,0.0004944805,0.0002213621,0.0005451266,0.00005751154,0.0001112662,0.01958906],"genre_scores_gemma":[0.9979618,0.000003067834,0.0009269229,0.0003903854,0.0002266931,0.0000613356,0.00001383988,0.00001931394,0.0003966519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04755647,"threshold_uncertainty_score":0.9999527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03858567289446568,"score_gpt":0.342008966175442,"score_spread":0.3034232932809763,"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."}}