{"id":"W4311481185","doi":"10.31219/osf.io/g2anp","title":"\"TRAFFIC LIGHT ISSUES FOR VISUALLY IMPAIRED PEOPLE\"","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Physiotherapy Association; London Health Sciences Centre; Western University","funders":"","keywords":"Visually impaired; Computer science; Psychology; Cognitive psychology; Human–computer interaction","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":[0.0009446812,0.0003312742,0.0002275496,0.001473664,0.001009245,0.001622731,0.0004391303,0.002221039,0.03034798],"category_scores_gemma":[0.00289824,0.0001008712,0.0002401961,0.0007718991,0.0006351222,0.001017043,0.001014494,0.0008520819,0.00333685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000860578,"about_ca_system_score_gemma":0.001421509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01507089,"about_ca_topic_score_gemma":0.01374695,"domain_scores_codex":[0.9996668,0.0000857842,0.00001826186,0.00002333048,0.0001477883,0.00005804217],"domain_scores_gemma":[0.9993066,0.0001904555,0.00004374819,0.0000164658,0.0002654134,0.0001773384],"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":[0.0002231584,0.0001104734,0.009318363,0.0006549525,0.00001374496,0.00105156,0.001360258,0.0001858307,0.0004381709,0.008186548,0.7773369,0.20112],"study_design_scores_gemma":[0.00004005693,0.0002783603,0.08112476,0.00207367,0.00008578342,0.003015405,0.007382282,0.0009921056,0.0008016193,0.01340473,0.8907604,0.00004070349],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09046962,0.118499,0.003435672,0.4455726,0.04434273,0.0002364192,0.004021329,0.0007580589,0.2926646],"genre_scores_gemma":[0.5240482,0.1186503,0.003077044,0.01902014,0.02776102,0.0001631207,0.002770931,0.0002472393,0.304262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03034798,"threshold_uncertainty_score":0.1015241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02093740488901771,"score_gpt":0.3072174673633288,"score_spread":0.2862800624743111,"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."}}