{"id":"W2079619149","doi":"10.1145/1620993.1621005","title":"Display considerations for night and low-illumination viewing","year":2009,"lang":"en","type":"article","venue":"","topic":"Visual perception and processing mechanisms","field":"Neuroscience","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Legibility; Brightness; GLARE; Visibility; Computer science; Daylight; Computer vision; Optics; Contrast (vision); Night vision; Colored; Artificial intelligence; Contrast ratio; Computer graphics (images); Physics; Materials science","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":[0.0000838191,0.00005129327,0.00005296226,0.00003483416,0.0002650022,0.00009604661,0.00002271647,0.0000270023,0.0001570246],"category_scores_gemma":[0.0003419603,0.00004234667,0.00001562789,0.000052701,0.00002145599,0.0001859261,0.000004686606,0.00002887641,0.00001649188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006509012,"about_ca_system_score_gemma":0.00001173552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.835e-7,"about_ca_topic_score_gemma":0.000001545181,"domain_scores_codex":[0.9995776,0.00001986075,0.00008844655,0.0001588205,0.00006734062,0.00008791795],"domain_scores_gemma":[0.9997493,0.0001189222,0.00002183058,0.00004841847,0.00002355035,0.00003797493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003400558,0.00002825205,0.000002070886,0.000008361034,2.172258e-7,5.540106e-7,0.0005575994,0.000002754485,0.888149,0.09841111,0.0006005684,0.01223617],"study_design_scores_gemma":[0.0005903261,0.0002475511,0.0007401988,0.00003049191,0.000008683569,0.0000350558,0.0001218084,0.02724835,0.8632984,0.1041849,0.003281016,0.0002133035],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7779526,0.0000282453,0.1928515,0.01042396,0.0003487277,0.0006347512,0.0000133599,0.0003046133,0.0174423],"genre_scores_gemma":[0.9896885,0.000009374158,0.0022206,0.006550664,0.00003108899,0.000007401274,0.000001327363,0.000003468443,0.00148761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2117359,"threshold_uncertainty_score":0.2038209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07767021268169627,"score_gpt":0.3444829408098535,"score_spread":0.2668127281281573,"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."}}