{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008740343,0.0003829065,0.0004769917,0.001156087,0.001400821,0.002724964,0.0009709361,0.002698059,0.001889508],"category_scores_gemma":[0.04479165,0.0001591174,0.0003895411,0.0005121492,0.002976316,0.003497135,0.001786255,0.00348557,0.0005766456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00147491,"about_ca_system_score_gemma":0.003265968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003884231,"about_ca_topic_score_gemma":0.00736042,"domain_scores_codex":[0.9948424,0.003170235,0.0003259912,0.0002577414,0.001049657,0.000353983],"domain_scores_gemma":[0.9843816,0.008892996,0.001893019,0.0003177028,0.003088023,0.001426628],"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":[0.0002424714,0.0005288321,0.06635728,0.00224785,0.00007271543,0.001227434,0.04454266,0.000220975,0.002615324,0.01886622,0.1003275,0.7627507],"study_design_scores_gemma":[0.0001394592,0.002051782,0.1153883,0.01513364,0.0004926847,0.00765117,0.2467454,0.001403446,0.0148983,0.09380385,0.5018258,0.0004662163],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1774538,0.03693885,0.01567327,0.736895,0.004559907,0.000130544,0.0001526557,0.0003739696,0.02782197],"genre_scores_gemma":[0.8875965,0.0355413,0.02786575,0.04140287,0.00120693,0.0001788246,0.00009642709,0.0001105231,0.006000848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008740343,"threshold_uncertainty_score":0.04622394,"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."}}