{"id":"W4409565221","doi":"10.1111/cgf.70075","title":"Real‐time procedural resurfacing using GPU mesh shader","year":2025,"lang":"en","type":"article","venue":"Computer Graphics Forum","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Shader; Computer science; Computer graphics (images); Parallel computing; General-purpose computing on graphics processing units; Rendering (computer graphics); Graphics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004880566,0.0003835981,0.0004118205,0.001038207,0.0005372366,0.0006775142,0.001751461,0.0002094568,0.000005233681],"category_scores_gemma":[0.00001420413,0.0003906222,0.0002646466,0.002702588,0.0001203037,0.0007575001,0.001447728,0.0003093331,0.000008976021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006599764,"about_ca_system_score_gemma":0.0002092658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007161248,"about_ca_topic_score_gemma":0.000007898715,"domain_scores_codex":[0.9972518,0.000121678,0.0006252982,0.0008987561,0.000414767,0.0006876686],"domain_scores_gemma":[0.9980584,0.0001221236,0.0001999348,0.001097592,0.0003750815,0.0001468409],"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":[0.00000461039,0.00007591063,0.001910252,0.00005004643,0.00006113019,0.00001019237,0.0001853248,0.00005919512,0.0003999157,0.9796963,0.01406369,0.003483477],"study_design_scores_gemma":[0.0003230771,0.00008830009,0.001098413,0.0002080943,0.00001491682,0.00001860149,0.000006064463,0.9122384,0.001630091,0.07847533,0.005475231,0.0004234771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01323105,0.0001106252,0.9819399,0.00117695,0.0008737969,0.0004091276,0.000003911033,0.001412791,0.0008418612],"genre_scores_gemma":[0.6261568,0.0003261797,0.3631556,0.009306324,0.0003295259,0.00005919961,0.00004181054,0.00009310039,0.0005313987],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9121792,"threshold_uncertainty_score":0.9998546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948781513460332,"score_gpt":0.2972463859786822,"score_spread":0.2777585708440788,"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."}}