{"id":"W4366985278","doi":"10.26434/chemrxiv-2023-6g77r","title":"How Effective Are Indicators for Individuals with Colour Vision Deficiency?","year":2023,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Dalhousie University","keywords":"Perspective (graphical); Trichromacy; Psychology; Test (biology); Computer science; Optometry; Artificial intelligence; Color vision; Medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03451205,0.0009629247,0.0009430329,0.00173437,0.001670818,0.005666823,0.001706214,0.002861824,0.004004298],"category_scores_gemma":[0.08444218,0.0004288365,0.0009341821,0.000889251,0.006760447,0.005016481,0.002668293,0.003602894,0.001494635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002433991,"about_ca_system_score_gemma":0.003453666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002028289,"about_ca_topic_score_gemma":0.003176849,"domain_scores_codex":[0.9765937,0.01688428,0.00105571,0.001287174,0.003356592,0.0008225707],"domain_scores_gemma":[0.9638054,0.02065532,0.004438748,0.002289546,0.006239862,0.002571103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008593599,0.0008055731,0.04842096,0.003698577,0.0002264454,0.0003630284,0.03068217,0.0003719708,0.006234784,0.02899873,0.06434237,0.814996],"study_design_scores_gemma":[0.0005603259,0.005283257,0.1200088,0.0121154,0.001256899,0.004098765,0.1127151,0.001917454,0.03637122,0.1698687,0.5350251,0.0007789339],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2436598,0.06125198,0.1136092,0.5114027,0.008590068,0.0007221834,0.0005099127,0.00194436,0.05830969],"genre_scores_gemma":[0.741098,0.02306914,0.1896471,0.03381374,0.001051615,0.00115555,0.0001697668,0.0005013111,0.009493764],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03451205,"threshold_uncertainty_score":0.1825194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0431137761688028,"score_gpt":0.343043950116695,"score_spread":0.2999301739478922,"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."}}