{"id":"W4387668289","doi":"10.1021/acs.jchemed.3c00413","title":"How Effective are Indicators for Individuals with Color Vision Deficiency?","year":2023,"lang":"en","type":"article","venue":"Journal of Chemical Education","topic":"Visual and Cognitive Learning Processes","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Dalhousie University","keywords":"Colored; Perspective (graphical); Trichromacy; Color vision; Psychology; Computer science; Artificial intelligence; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002981759,0.00008754659,0.0001637671,0.0002409089,0.00005142275,0.00004961545,0.0001219369,0.00008794155,0.00003064872],"category_scores_gemma":[0.0005806079,0.00006181811,0.00005883783,0.0005642503,0.00005939883,0.0001314813,0.00001232126,0.000201087,0.00002208232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003966689,"about_ca_system_score_gemma":0.0001520871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.64278e-7,"about_ca_topic_score_gemma":1.291792e-7,"domain_scores_codex":[0.9992935,0.00004677917,0.0001612693,0.0001373016,0.0002041936,0.0001569253],"domain_scores_gemma":[0.9987435,0.0003231641,0.0004590158,0.00005688118,0.0003360468,0.00008138092],"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":[0.001972606,0.003547306,0.1912908,0.000558817,0.0004300923,0.00001434565,0.01546146,0.00001141937,0.03631115,0.002454471,0.09722458,0.650723],"study_design_scores_gemma":[0.005140484,0.006003412,0.64957,0.001122047,0.0005111466,0.0002941932,0.030197,0.00001677745,0.1577895,0.007233404,0.1413861,0.0007358587],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955283,0.0002003951,0.0003359219,0.002859458,0.0003768334,0.0002235949,0.000004596357,0.00002136985,0.0004495652],"genre_scores_gemma":[0.9984652,0.000004054277,0.0002813734,0.0002210761,0.0003255287,0.00008861774,0.00001224721,0.0000142835,0.000587581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6499871,"threshold_uncertainty_score":0.2520869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0140009225317913,"score_gpt":0.3670745791900849,"score_spread":0.3530736566582936,"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."}}