{"id":"W4409710701","doi":"10.37256/cm.6220256119","title":"A More Accurate Metaheuristic Approach for the Art Gallery Problem","year":2025,"lang":"en","type":"article","venue":"Contemporary Mathematics","topic":"Artificial Intelligence in Games","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"Division of Mathematical Sciences; Alzahra University","keywords":"Metaheuristic; Mathematics; Parallel metaheuristic; Mathematical optimization","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":[0.0008368119,0.000213175,0.0003104068,0.00009670654,0.0002437588,0.0003048723,0.001693977,0.00007404484,0.000005093219],"category_scores_gemma":[0.0004058009,0.0001405159,0.0001581598,0.0004406674,0.0001557972,0.000367306,0.0003377905,0.000159324,0.00004372349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002677443,"about_ca_system_score_gemma":0.000233486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003441425,"about_ca_topic_score_gemma":0.000001084872,"domain_scores_codex":[0.9985043,0.00004854401,0.0005760709,0.0003656811,0.0002343004,0.0002710738],"domain_scores_gemma":[0.9971858,0.00132294,0.0002139861,0.001045332,0.0001811052,0.00005082347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001907869,0.0004386192,0.00005938343,0.0007316727,0.0002958984,0.000008153491,0.005245737,0.001238055,0.0001771092,0.719197,0.2638187,0.008770542],"study_design_scores_gemma":[0.0001150356,0.00003602148,0.00001015611,0.00008733599,0.00003358773,0.000006142032,0.0009336297,0.8206064,0.001381356,0.1344884,0.04209375,0.000208201],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00005567642,0.0006711989,0.9478416,0.003480958,0.0002460502,0.001316019,0.0000048977,0.0002127994,0.04617073],"genre_scores_gemma":[0.2649431,0.00003246581,0.7070936,0.001393227,0.00009771714,0.0009671163,0.0000106445,0.00003359612,0.02542854],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8193683,"threshold_uncertainty_score":0.5730071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09203908360422772,"score_gpt":0.322738223433311,"score_spread":0.2306991398290833,"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."}}