{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006003249,0.001576634,0.001084045,0.002093137,0.0007971502,0.0032877,0.002801977,0.001609016,0.01315265],"category_scores_gemma":[0.005305259,0.0007041989,0.001330539,0.001504,0.001302128,0.003108288,0.005058832,0.002295747,0.00562809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006508599,"about_ca_system_score_gemma":0.0007445145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009727445,"about_ca_topic_score_gemma":0.002141159,"domain_scores_codex":[0.9984823,0.0001094345,0.00008990689,0.0003215179,0.0008694265,0.0001275856],"domain_scores_gemma":[0.9986799,0.0002828434,0.00009983911,0.0006249796,0.0002310859,0.00008120726],"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":[0.0005498694,0.0002333642,0.007073258,0.001409081,0.0001369891,0.0006823489,0.0007077586,0.1399739,0.04588685,0.1682366,0.07733367,0.5577763],"study_design_scores_gemma":[0.000138848,0.0003881324,0.002207658,0.0002954355,0.00009737487,0.001585807,0.0005296637,0.4399503,0.05067383,0.1646097,0.3393598,0.0001634133],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.038386,0.001032433,0.9044865,0.0004875468,0.0004793177,0.0002531134,0.006334906,0.02651736,0.02202274],"genre_scores_gemma":[0.3038542,0.001020721,0.6531424,0.0005564502,0.0001571815,0.0005153582,0.02184143,0.007594404,0.01131789],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01315265,"threshold_uncertainty_score":0.04400003,"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."}}