{"id":"W2200117061","doi":"10.1145/2614028.2615431","title":"Physically Based Shading in Theory and Practice","year":2014,"lang":"en","type":"article","venue":"","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ubisoft (Canada)","funders":"","keywords":"Shading; Shader; Computer science; Computer graphics (images); Rendering (computer graphics); Animation; Global illumination; Specular highlight; Path tracing; Computer vision; Laptop; Studio; Artificial intelligence; Optics; Specular reflection; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000571368,0.00004849013,0.00005594405,0.00004374127,0.00002766962,0.00005491083,0.000162594,0.00001360888,0.00001562698],"category_scores_gemma":[0.0005613714,0.00003975059,0.00001490599,0.00009057597,0.0000161613,0.0006716793,0.00006010272,0.00006385588,0.00004499855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009934409,"about_ca_system_score_gemma":0.00001125643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000143331,"about_ca_topic_score_gemma":0.000002217262,"domain_scores_codex":[0.9993966,0.0002163399,0.00005733082,0.0001598083,0.00006496491,0.0001049417],"domain_scores_gemma":[0.9983271,0.001444973,0.00002524527,0.0001345435,0.00004249638,0.00002564563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002718086,0.00004704063,0.0001433278,0.000002658356,0.000003205907,0.000002853998,0.0003468765,0.000009474305,0.0323005,0.9618436,0.0002193452,0.005053946],"study_design_scores_gemma":[0.002525172,0.0007637202,0.08999501,0.0001318093,0.00002177113,0.00004753757,0.001536224,0.6545071,0.1357144,0.07762635,0.03622327,0.0009076204],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009855343,0.000005667299,0.8641288,0.001506715,0.00005388519,0.00003491647,8.308819e-8,0.000008517712,0.1244061],"genre_scores_gemma":[0.9833152,6.510687e-7,0.009807624,0.006698955,0.00001701227,0.000002453897,2.453804e-7,0.000002213138,0.0001556485],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9734598,"threshold_uncertainty_score":0.1620982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008072853977811519,"score_gpt":0.2847910383005217,"score_spread":0.2767181843227101,"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."}}