{"id":"W4408458642","doi":"10.3390/vision9010023","title":"Simultaneous Regularity Contrast and Luminance Polarity","year":2025,"lang":"en","type":"article","venue":"Vision","topic":"Visual perception and processing mechanisms","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal General Hospital","funders":"","keywords":"Contrast (vision); Luminance; Polarity (international relations); Artificial intelligence; Computer science; Computer vision; Chemistry","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":[0.0002719245,0.000251695,0.0002536589,0.0004172493,0.0001690477,0.0005533696,0.0002471485,0.0002981977,0.00238283],"category_scores_gemma":[0.001822538,0.0002540643,0.0002835274,0.0001566098,0.0004506821,0.000423081,0.0007400919,0.0004832342,0.0001782011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002747319,"about_ca_system_score_gemma":0.0001430561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003760536,"about_ca_topic_score_gemma":0.0003485762,"domain_scores_codex":[0.9995098,0.00005644246,0.00003270726,0.0001506455,0.0001785312,0.00007190319],"domain_scores_gemma":[0.998867,0.000492361,0.0001942078,0.0001389336,0.0001926654,0.0001147926],"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":[0.0005505261,0.00002374349,0.00385421,0.00004509918,0.00001000775,0.00004697065,0.00004620912,0.0001217796,0.990685,0.0002856539,0.00002922243,0.004301405],"study_design_scores_gemma":[0.0001055946,0.001271648,0.3919591,0.00002403645,0.0001087163,0.001247636,0.0001324534,0.009646416,0.5929662,0.001160974,0.001336509,0.00004066742],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941596,0.00007736337,0.003251985,0.00001598965,0.00001653715,0.00002244178,0.00004469333,0.00002945362,0.002381828],"genre_scores_gemma":[0.9982188,0.00003253413,0.001333228,0.0000256778,0.00001078848,0.0000138344,0.00005959283,0.000015334,0.0002900684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00238283,"threshold_uncertainty_score":0.007971406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01963167696135943,"score_gpt":0.3284921561042598,"score_spread":0.3088604791429004,"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."}}