{"id":"W7012027889","doi":"","title":"A novel robust decomposition algorithm for a profit-oriented production routing problem with backlogging, uncertain prices, and service level constraints","year":2024,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Biomedical and Chemical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Production (economics); Service level; Routing (electronic design automation); Decomposition; Service (business); Robustness (evolution)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001783789,0.001856553,0.002253887,0.001171699,0.0006517082,0.001768103,0.001645518,0.002107185,0.005176289],"category_scores_gemma":[0.002728553,0.001259233,0.001503233,0.00127785,0.0006648207,0.001619957,0.00191079,0.002038085,0.001044042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00111588,"about_ca_system_score_gemma":0.00224773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005774738,"about_ca_topic_score_gemma":0.005018863,"domain_scores_codex":[0.999261,0.0001998846,0.0000376155,0.000189408,0.0001901283,0.0001219505],"domain_scores_gemma":[0.9989882,0.0005552885,0.000121912,0.00006096496,0.0001891769,0.00008431534],"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":[0.0000995126,0.00008260245,0.0001819841,0.0001211723,0.00005427641,0.00006773949,0.00003853214,0.9063908,0.002472593,0.006889531,0.002700914,0.08090029],"study_design_scores_gemma":[0.0000188983,0.00002030813,0.0000260505,0.000008142303,0.000006573514,0.00001353253,0.000007100963,0.9969869,0.0002186115,0.002275691,0.000413898,0.000004280548],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003825623,0.0001529688,0.9937691,0.0001150965,0.00004904059,0.0000577385,0.0000634756,0.0002690607,0.001697831],"genre_scores_gemma":[0.1066025,0.0002486661,0.8891757,0.0001551793,0.00007547889,0.0002494425,0.0003359085,0.0002181298,0.002938987],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005774738,"threshold_uncertainty_score":0.01731634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04668903506246004,"score_gpt":0.32339565038666,"score_spread":0.2767066153241999,"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."}}