{"id":"W4414210256","doi":"10.1145/3766904","title":"Parsimonious Simplicial Intersection Algorithm","year":2025,"lang":"en","type":"article","venue":"ACM Transactions on Mathematical Software","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Intersection (aeronautics); Efficient algorithm; Tetrahedron; Combinatorial algorithms; Approximation algorithm; Algorithm design","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":[0.00005086434,0.0001785537,0.0002463624,0.0001653943,0.0001097697,0.00002540951,0.0002295803,0.0001158002,0.0002434241],"category_scores_gemma":[0.00008995109,0.0001665751,0.0001583772,0.0004861675,0.00004922179,0.00009903182,0.000006840311,0.000300045,0.0001302871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499769,"about_ca_system_score_gemma":0.000007216599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003378923,"about_ca_topic_score_gemma":0.000003726688,"domain_scores_codex":[0.9991629,0.00001607804,0.0002718855,0.000191305,0.0001401741,0.0002177214],"domain_scores_gemma":[0.999204,0.0002618208,0.00001675465,0.0004188217,0.00003419847,0.00006438814],"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":[0.000005514473,0.0001109609,0.000003576112,0.00006437091,0.0000927222,0.000002413455,0.00004240591,0.006460739,0.0001595973,0.0001564201,0.0001098495,0.9927914],"study_design_scores_gemma":[0.0002565168,0.00008878644,0.00005008983,0.0001611723,0.0001540898,0.000007469485,0.0000980122,0.02631417,0.0219312,0.9469951,0.003577572,0.0003657784],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001032887,0.00002503038,0.9962176,0.0001450539,0.00012053,0.0001571888,0.00001292905,0.001907271,0.000381506],"genre_scores_gemma":[0.1628539,0.00003523313,0.8362774,0.0001876857,0.00003083815,0.0001611277,0.000006182613,0.00004153866,0.0004061311],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9924257,"threshold_uncertainty_score":0.6792737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007580389898299423,"score_gpt":0.2573248389011466,"score_spread":0.2497444490028472,"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."}}