{"id":"W4411687202","doi":"10.61091/um123-05","title":"Weighted domination models and randomized heuristics","year":2025,"lang":"en","type":"article","venue":"Utilitas Mathematica","topic":"Game Theory and Voting Systems","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Heuristics; Statistics; Mathematical optimization","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002029541,0.0001213448,0.0006314864,0.0001799046,0.00008615865,0.00005562281,0.0001138053,0.00007726443,0.0001334443],"category_scores_gemma":[0.0006643978,0.0001160397,0.00009171972,0.0001419602,0.0001254394,0.00010221,0.00004529446,0.0000767443,0.0001453734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002517138,"about_ca_system_score_gemma":0.000007635946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001213046,"about_ca_topic_score_gemma":6.033871e-7,"domain_scores_codex":[0.998848,0.0000633489,0.0006688777,0.0002370936,0.00002610578,0.0001565236],"domain_scores_gemma":[0.9987798,0.0006903922,0.000195362,0.0002677296,0.00002939966,0.00003728131],"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":[0.0003271193,0.00004428733,0.00003616144,0.0002137311,0.00005638965,4.71683e-7,0.0007092647,0.000004228526,0.000002373984,0.9980422,0.0003312499,0.000232554],"study_design_scores_gemma":[0.008692489,0.000006996914,0.00002728378,0.00007665037,0.00001951555,0.000001819424,0.00008986219,0.1278106,0.00002398271,0.8623707,0.000787684,0.00009247586],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1048128,0.004083456,0.412777,0.0008861897,0.0004346907,0.001003386,0.00006035298,0.000140181,0.475802],"genre_scores_gemma":[0.9906066,0.00005236267,0.004042308,0.00008089944,0.00001931381,0.00005116786,0.000004784095,0.00001054702,0.005132032],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8857938,"threshold_uncertainty_score":0.4731963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0257330110133194,"score_gpt":0.2399705496381564,"score_spread":0.214237538624837,"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."}}