{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007403994,0.0006994889,0.0006456929,0.001072596,0.0005436761,0.001605182,0.001644261,0.0008500249,0.009673537],"category_scores_gemma":[0.003233147,0.0003421417,0.001016382,0.0007648063,0.001436718,0.001533485,0.002067669,0.001588811,0.002531799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007655377,"about_ca_system_score_gemma":0.0009223841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002461347,"about_ca_topic_score_gemma":0.001590368,"domain_scores_codex":[0.9994287,0.000137115,0.00002420721,0.00008462341,0.000273771,0.00005160105],"domain_scores_gemma":[0.999266,0.0002542031,0.00004912387,0.0001596122,0.0002121256,0.0000589618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001284645,0.00007180783,0.001302726,0.0002543751,0.00005537661,0.0001346786,0.0002574425,0.2511353,0.01114267,0.4933667,0.01107105,0.2310795],"study_design_scores_gemma":[0.00001657128,0.00003912045,0.000229708,0.00002146807,0.000009457755,0.00007655265,0.00002997742,0.9089085,0.002653384,0.06935769,0.01863659,0.00002103045],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004526416,0.0002445024,0.9860314,0.0001609975,0.000162524,0.00005266386,0.00009463922,0.0004892769,0.008237625],"genre_scores_gemma":[0.4061774,0.001036183,0.5544298,0.0003310673,0.0005747518,0.0003856091,0.0004838892,0.001434557,0.03514677],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009673537,"threshold_uncertainty_score":0.03236121,"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."}}