{"id":"W4385610429","doi":"10.1145/3588432.3591486","title":"Microfacet Theory for Non-Uniform Heightfields","year":2023,"lang":"en","type":"article","venue":"","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Canada","funders":"","keywords":"Computer science","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":[0.00009171668,0.00008304758,0.0001175421,0.00007543588,0.00003028988,0.000008774311,0.0001070096,0.00005444918,0.0001088925],"category_scores_gemma":[0.00001597664,0.00006762506,0.00007534558,0.0002774517,0.00001265037,0.00006412768,0.00002227091,0.00005973883,0.0001475314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001721597,"about_ca_system_score_gemma":0.000002041094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001572129,"about_ca_topic_score_gemma":0.000002598745,"domain_scores_codex":[0.999562,0.000002687116,0.0001074591,0.00009368645,0.00004604032,0.000188181],"domain_scores_gemma":[0.9997023,0.00008680312,0.000007665504,0.0001514349,0.00001651654,0.00003531406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004300136,0.00004959236,0.000174271,0.0003070236,0.0003957303,0.00001260037,0.0004461274,0.02537437,0.2142945,0.07126769,0.4466827,0.2409524],"study_design_scores_gemma":[0.0002548773,0.00006903437,0.0001339526,0.00001370106,0.00003067948,0.00000153894,0.0001929694,0.253232,0.436834,0.1308596,0.177946,0.0004316306],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004942977,0.00001940015,0.9741873,0.0001294321,0.00005848689,0.000137585,0.000005755827,0.002080507,0.01843854],"genre_scores_gemma":[0.8407625,0.0002488975,0.1437473,0.000380364,0.0001337722,0.0002421244,0.00005420209,0.00008320504,0.01434763],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8358195,"threshold_uncertainty_score":0.275767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008923784948948183,"score_gpt":0.2534150184370748,"score_spread":0.2444912334881266,"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."}}