{"id":"W4416809770","doi":"10.1016/j.eswa.2025.130549","title":"Hybrid non-dominated sorting cuckoo search for parallel machine scheduling in additive manufacturing with two-dimensional packing constraints","year":2025,"lang":"en","type":"article","venue":"Expert Systems with Applications","topic":"Optimization and Packing Problems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Hebei Province Science and Technology Support Program; National Natural Science Foundation of China","keywords":"Tardiness; Cuckoo search; Job shop scheduling; Sorting; Benchmark (surveying); Scheduling (production processes); Integer programming; Heuristics","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":[0.0002343075,0.0002421706,0.0002984202,0.0002579498,0.0002324403,0.00008971119,0.0001465443,0.00005800513,0.0000166643],"category_scores_gemma":[0.00000618235,0.0002111757,0.000034964,0.0002794465,0.00007947507,0.0001220178,0.00002526337,0.0002264505,0.000009209773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001413668,"about_ca_system_score_gemma":0.00008408096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001137744,"about_ca_topic_score_gemma":0.0000421166,"domain_scores_codex":[0.9986579,0.00002886736,0.0004068942,0.0003557419,0.0001714356,0.0003791388],"domain_scores_gemma":[0.9992515,0.0001996976,0.0000794817,0.0002605888,0.0001248464,0.00008385979],"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":[0.00004161387,0.00003541331,0.0004087198,0.0001607046,0.00009223638,0.000003861698,0.0003671582,0.9938675,0.0008729572,0.001562528,0.0001105405,0.002476801],"study_design_scores_gemma":[0.002600041,0.0000304624,0.0001387962,0.0009257778,0.0000170801,0.00003455796,0.0006066231,0.9796972,0.01428235,0.0000574265,0.001225,0.0003846422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01986219,0.0003799722,0.9726478,0.00009998149,0.0001216127,0.002570349,0.00007238588,0.0002907842,0.00395492],"genre_scores_gemma":[0.9645471,0.0000112193,0.03214467,0.00005081916,0.00006240988,0.002712641,0.000224826,0.0000541838,0.0001921068],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9446849,"threshold_uncertainty_score":0.8611495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009752299265783958,"score_gpt":0.2582007622077312,"score_spread":0.2484484629419473,"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."}}