{"id":"W4413788813","doi":"10.1111/cgf.70205","title":"The Affine Heat Method","year":2025,"lang":"en","type":"article","venue":"Computer Graphics Forum","topic":"Composite Material Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Crosslight Software (Canada)","funders":"","keywords":"Computer science; Affine transformation; Computer graphics (images); Artificial intelligence; Mathematics; Geometry","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":[0.000168288,0.0001343165,0.0001305058,0.0001039833,0.0001725186,0.0001287696,0.000339896,0.00006245244,0.000004830979],"category_scores_gemma":[0.000003993101,0.0001067635,0.00007638548,0.000359326,0.00001790916,0.00004035595,0.000191261,0.0001449252,0.00001182252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000245954,"about_ca_system_score_gemma":0.000008039677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005810014,"about_ca_topic_score_gemma":0.00002572243,"domain_scores_codex":[0.9993005,0.00003086127,0.0001717668,0.0001333561,0.00008401005,0.0002795368],"domain_scores_gemma":[0.9994004,0.0001448089,0.000007997627,0.0003794906,0.00003255722,0.00003471889],"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":[0.00001259661,0.00001575943,0.00008395097,0.00006260603,0.0001370586,0.000005056096,0.00004524999,0.005634709,0.005906451,0.8875793,0.03391607,0.06660121],"study_design_scores_gemma":[0.0001783546,0.0000245678,0.000216747,0.00003193166,0.00001358801,0.000005202034,0.000004906525,0.713707,0.00624825,0.0221998,0.2572341,0.0001355523],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005451486,0.0006506179,0.9849924,0.00128138,0.005277108,0.0001731034,0.000004108912,0.0005400215,0.001629723],"genre_scores_gemma":[0.938595,0.0005408217,0.05713743,0.002302461,0.0006705522,0.0000844278,0.00002189229,0.0001206216,0.0005268064],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9331435,"threshold_uncertainty_score":0.4353689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004247607510220811,"score_gpt":0.2226166774448851,"score_spread":0.2183690699346643,"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."}}