{"id":"W4391890132","doi":"10.1007/978-3-031-49295-2_3","title":"Metaheuristics Methods","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Metaheuristic Optimization Algorithms Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadore College","funders":"","keywords":"Metaheuristic; Computer science; Artificial intelligence","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001211412,0.0004221749,0.0005365759,0.0006011593,0.00007387796,0.0006490404,0.001919596,0.0003289572,0.003874871],"category_scores_gemma":[0.0002093689,0.0003543059,0.0002571288,0.0001762158,0.0001017585,0.0001496708,0.00138787,0.0008045158,0.00721671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009150503,"about_ca_system_score_gemma":0.0002600233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003305109,"about_ca_topic_score_gemma":7.364865e-7,"domain_scores_codex":[0.9971862,0.00006619431,0.0005627413,0.0009564428,0.0008737514,0.0003547057],"domain_scores_gemma":[0.9971436,0.0005298246,0.0001217885,0.001576039,0.0003668609,0.0002619469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[4.059786e-7,0.000004663143,1.618826e-8,0.00004818892,0.0001164831,0.00009850701,0.00001536396,0.00003366177,0.000001825426,0.908123,0.01902866,0.07252919],"study_design_scores_gemma":[0.00003141274,0.00001914853,8.072328e-8,0.00002280292,0.00003576772,0.00002277735,3.60022e-7,0.1710133,0.00003251406,0.2871657,0.5414247,0.0002314975],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[3.94937e-10,0.001025879,0.5008267,0.0004390464,0.0008398583,0.0001330424,0.000008010545,0.0003367126,0.4963908],"genre_scores_gemma":[1.796445e-7,0.0002582177,0.4889769,0.0001220977,0.0001204491,0.000006168204,0.000008018921,0.00004481376,0.5104632],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6209574,"threshold_uncertainty_score":0.9998909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0593214670761827,"score_gpt":0.3770518591937105,"score_spread":0.3177303921175278,"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."}}