{"id":"W2047069428","doi":"10.1145/2421636.2421646","title":"Spectral appearance changes induced by light exposure","year":2013,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fading; Rendering (computer graphics); Computer science; Correctness; Radiative transfer; Statistical physics; Biological system; Optics; Algorithm; Physics; Artificial intelligence","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":[0.0000431107,0.0001218672,0.00009661772,0.00007898302,0.0002977555,0.00006654819,0.0003186967,0.00004435546,0.0005520994],"category_scores_gemma":[9.993607e-7,0.0001129311,0.00007967697,0.000512372,0.00004434685,0.0001624142,0.000003498922,0.0002304177,0.0002143274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007475844,"about_ca_system_score_gemma":0.00001834791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001848089,"about_ca_topic_score_gemma":0.00004746005,"domain_scores_codex":[0.9992663,0.00001403008,0.0001081603,0.0002372859,0.0001410155,0.0002331732],"domain_scores_gemma":[0.9993545,0.000025328,0.00003861424,0.0004475485,0.0000429948,0.00009095758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002572588,0.002577404,0.00806802,0.00002880335,0.0002992687,8.038225e-7,0.002276327,0.0001755503,0.3592628,0.05996684,0.01449609,0.5528224],"study_design_scores_gemma":[0.003095048,0.00158527,0.05493972,0.0001695769,0.000238956,0.000005289081,0.004094521,0.001637255,0.5597407,0.2158028,0.1558368,0.002854067],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9324211,0.00005436477,0.04288935,0.02094859,0.0001860244,0.0005320308,0.00005381995,0.0001135436,0.002801153],"genre_scores_gemma":[0.9986694,0.00001464785,0.0002388257,0.0003235754,0.00006881534,0.0003021295,0.00000667758,0.00001072671,0.0003651979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5499683,"threshold_uncertainty_score":0.6045102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01366022516499071,"score_gpt":0.2386732579144814,"score_spread":0.2250130327494906,"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."}}