{"id":"W2015350910","doi":"10.1145/2001858.2002100","title":"Pricing transmission rights using ant colony optimization","year":2011,"lang":"en","type":"article","venue":"","topic":"Metaheuristic Optimization Algorithms Research","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Ant colony optimization algorithms; Computer science; Heuristic; Transmission (telecommunications); Mathematical optimization; Optimization algorithm; Optimization problem; Artificial intelligence; Algorithm; Telecommunications; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000358967,0.0001040836,0.0001204669,0.0001917264,0.0002083485,0.00009861377,0.0005283056,0.00005558082,0.0009324123],"category_scores_gemma":[0.00003969443,0.00008190634,0.00003419782,0.0006156925,0.00003060015,0.0005392727,0.0001009517,0.00008824861,0.00003002849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004727014,"about_ca_system_score_gemma":0.00008279789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001532995,"about_ca_topic_score_gemma":0.000001162202,"domain_scores_codex":[0.9987004,0.0001074259,0.0002419371,0.0003201641,0.0003750865,0.0002550321],"domain_scores_gemma":[0.9992418,0.00006022447,0.00006174972,0.0003515668,0.0001355746,0.0001491428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000554188,0.000842271,0.0002748775,0.00008189231,0.00008544582,0.0001909654,0.007253996,0.7572823,0.00244373,0.112263,0.000833707,0.1183923],"study_design_scores_gemma":[0.0001965495,0.00003955372,0.00004449093,0.00001037987,0.000003756507,0.00001467604,0.000005468562,0.9929157,0.00528137,0.0006262774,0.0007453063,0.0001164972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0002883603,0.00002117759,0.9769473,0.00004504584,0.0001413802,0.0001927019,2.100908e-7,0.0001697623,0.02219406],"genre_scores_gemma":[0.01449192,0.0000217479,0.9847384,0.00005879488,0.00002133082,0.000003610892,0.000001381858,0.000008047453,0.0006547426],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2356334,"threshold_uncertainty_score":0.9999809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06836078390450274,"score_gpt":0.2881382356550402,"score_spread":0.2197774517505374,"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."}}