{"id":"W4412673651","doi":"10.1145/3731157","title":"Topological Offsets","year":2025,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Topology (electrical circuits); Computer science; Mathematics; Combinatorics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00003691913,0.0001048199,0.0001296919,0.00022223,0.00008654454,0.000009666104,0.0002001032,0.0000987239,0.00007997533],"category_scores_gemma":[0.00001719053,0.0000956158,0.0001159195,0.0007709332,0.00006227417,0.00005533468,0.000002585278,0.0002823428,0.00001561505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002800428,"about_ca_system_score_gemma":0.000004217594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005395415,"about_ca_topic_score_gemma":0.00001583208,"domain_scores_codex":[0.9994953,0.00001296691,0.0001391278,0.0001316012,0.00008302699,0.0001380088],"domain_scores_gemma":[0.9994643,0.0001032777,0.000007691789,0.0003670735,0.00002194762,0.00003572215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009155514,0.0009475247,0.001316485,0.0001913893,0.001078075,0.00003462747,0.0001539482,0.07718906,0.01035987,0.1099463,0.007644937,0.7910462],"study_design_scores_gemma":[0.0007222932,0.0002663663,0.006013306,0.0001208621,0.0003227339,0.000009619789,0.0001137777,0.03492945,0.1153649,0.6896209,0.1514852,0.001030655],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005951885,0.0001036857,0.9891784,0.0008560037,0.00012177,0.00006791239,0.000005994353,0.001009047,0.002705367],"genre_scores_gemma":[0.9856681,0.0004797014,0.01311317,0.0005084136,0.000007045364,0.00003849261,0.000002386305,0.000009935434,0.0001727773],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9797162,"threshold_uncertainty_score":0.38991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01075226789498858,"score_gpt":0.2667080239744613,"score_spread":0.2559557560794727,"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."}}