{"id":"W1993953409","doi":"10.3357/asem.2174.2007","title":"Color Vision and Fatigue: An Incidental Finding","year":2007,"lang":"en","type":"article","venue":"Aviation Space and Environmental Medicine","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Color vision; Lantern; Color discrimination; Audiology; Psychology; Color perception test; Computer vision; Artificial intelligence; Medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003610025,0.0001316766,0.0001377882,0.0001008509,0.0001405987,0.00000918227,0.00004156976,0.0001309057,0.0007603325],"category_scores_gemma":[0.00001279428,0.0001088562,0.0000123193,0.00007668644,0.0001902838,0.0001609073,0.00003193988,0.0001368126,0.00004771255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004464598,"about_ca_system_score_gemma":0.000001301482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001539683,"about_ca_topic_score_gemma":0.00004338954,"domain_scores_codex":[0.9991243,0.00003772369,0.0001968784,0.0002650708,0.0001788223,0.0001972251],"domain_scores_gemma":[0.9995196,0.00009939108,0.00008320306,0.0001314613,0.000002323847,0.000163987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002081434,0.000197402,0.7741786,0.000003530677,0.00006465062,0.00006297079,0.01244514,0.000003225001,0.01979892,0.00345121,0.001643381,0.1879429],"study_design_scores_gemma":[0.002383995,0.0008779864,0.9816189,0.00008955467,0.00006272188,0.00003969822,0.01328979,0.00005385122,0.0004997422,0.00006930519,0.0008272671,0.0001871182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937559,0.0008234154,0.001159731,0.0007725186,0.0003210833,0.0001692197,0.00000366586,0.00002874589,0.002965714],"genre_scores_gemma":[0.9986053,0.0001683343,0.0001350798,0.0005242435,0.0001649103,0.000005243992,0.00009734664,0.00001471361,0.0002848689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2074404,"threshold_uncertainty_score":0.8325108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0208689132090001,"score_gpt":0.3255401043433362,"score_spread":0.3046711911343362,"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."}}