{"id":"W2036700912","doi":"10.1889/1.2433199","title":"25.3: Observations of Luminance, Contrast and Amplitude Resolution of Displays","year":2006,"lang":"en","type":"article","venue":"SID Symposium Digest of Technical Papers","topic":"Color perception and design","field":"Psychology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Luminance; Contrast (vision); Amplitude; Resolution (logic); Contrast ratio; Optics; Computer science; Computer vision; Artificial intelligence; Mathematics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002809742,0.0002170695,0.0002056228,0.0005416676,0.0002814278,0.0008066687,0.0005080609,0.000343293,0.007537361],"category_scores_gemma":[0.001725228,0.0002025328,0.0002377545,0.0003368645,0.000335822,0.0004009182,0.0002959845,0.0004175892,0.001215025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004604235,"about_ca_system_score_gemma":0.0001649647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002893254,"about_ca_topic_score_gemma":0.001668091,"domain_scores_codex":[0.9997956,0.00002156283,0.00001168591,0.0000386631,0.00009358439,0.00003888433],"domain_scores_gemma":[0.999155,0.0003690675,0.0001125033,0.00006595651,0.0001981246,0.00009932522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004183771,0.00003609611,0.005237034,0.00009014389,0.00002473893,0.0003759979,0.0003849741,0.0006753494,0.9760359,0.00121959,0.001297783,0.01420385],"study_design_scores_gemma":[0.0000683175,0.0007342008,0.1944591,0.00006377725,0.00008200313,0.002342352,0.0002738891,0.00864874,0.7831059,0.001830533,0.008280965,0.0001103037],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697552,0.0009608635,0.01626997,0.00008847556,0.00002547649,0.00004571311,0.0009779871,0.0005743776,0.01130194],"genre_scores_gemma":[0.9944761,0.0002248894,0.002254454,0.00007410969,0.00001151465,0.00002193959,0.0003580574,0.0001246617,0.002454259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007537361,"threshold_uncertainty_score":0.02521497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01928533841997796,"score_gpt":0.2744206506913685,"score_spread":0.2551353122713905,"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."}}