{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006056368,0.0003951659,0.0005338059,0.0004851807,0.0001599261,0.0001820357,0.0004565351,0.0007355,0.0003136104],"category_scores_gemma":[0.0001556443,0.0003343514,0.0002211209,0.0004303424,0.0001706695,0.00004432257,0.00027031,0.0006315571,0.0004338102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001514284,"about_ca_system_score_gemma":0.0001059759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001759107,"about_ca_topic_score_gemma":0.00002544017,"domain_scores_codex":[0.9978004,0.0001452849,0.0002458933,0.001043302,0.0003044273,0.0004606891],"domain_scores_gemma":[0.9981173,0.0004661246,0.0004300956,0.0007163406,0.0001151457,0.0001549378],"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":[0.001566765,0.002091497,0.2193394,0.001917519,0.001490499,0.0001867136,0.02113597,0.0001635485,0.001860709,0.005191112,0.6782642,0.06679209],"study_design_scores_gemma":[0.003782651,0.001413632,0.8746907,0.000506567,0.0003832284,0.00001863953,0.005473208,0.00004968463,0.001699461,0.002933379,0.1076462,0.001402669],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708923,0.0002351372,0.01180345,0.00233548,0.002188589,0.004775303,0.0001221066,0.0007482566,0.006899442],"genre_scores_gemma":[0.9749284,0.00001396894,0.0008599925,0.0002676945,0.0002763089,0.00357562,0.0001628731,0.0001148201,0.01980026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6553512,"threshold_uncertainty_score":0.9999108,"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."}}