{"id":"W4399261791","doi":"10.1609/socs.v17i1.31550","title":"On the Properties of All-Pair Heuristics","year":2024,"lang":"en","type":"article","venue":"Proceedings of the International Symposium on Combinatorial Search","topic":"Vehicle Routing Optimization Methods","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Israel Science Foundation; United States-Israel Binational Science Foundation; Natural Sciences and Engineering Research Council of Canada; Canadian Institute for Advanced Research","keywords":"Heuristics; Computer science; Mathematics; Mathematical optimization","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":[0.006355122,0.0009440851,0.001466741,0.001282685,0.001308148,0.002691104,0.001652899,0.001388014,0.004469589],"category_scores_gemma":[0.04607035,0.0007383111,0.001348049,0.001769452,0.002131086,0.004816623,0.00206329,0.002745822,0.000487949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001422226,"about_ca_system_score_gemma":0.002625395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002385913,"about_ca_topic_score_gemma":0.002282926,"domain_scores_codex":[0.9951707,0.002312124,0.0002607937,0.0008239398,0.0009439033,0.0004886275],"domain_scores_gemma":[0.9608838,0.0304921,0.002107048,0.004252727,0.001657106,0.0006071576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004641118,0.0001745845,0.004989639,0.000348703,0.000159162,0.0001768216,0.0004212062,0.5037284,0.002398445,0.3916743,0.003272137,0.09219246],"study_design_scores_gemma":[0.0000852076,0.000386761,0.0008509643,0.0001353455,0.00007631167,0.0002285183,0.0002422939,0.6177817,0.002608193,0.3736663,0.003895154,0.00004322293],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08540186,0.0008722718,0.8949637,0.0007873633,0.0000791515,0.0001871247,0.0002696864,0.0004409578,0.01699785],"genre_scores_gemma":[0.6564403,0.0005069189,0.3392693,0.0004718256,0.00006284354,0.0002737537,0.0003454309,0.0003644294,0.002265226],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006355122,"threshold_uncertainty_score":0.03360951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02665505983442442,"score_gpt":0.2642059223824091,"score_spread":0.2375508625479847,"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."}}