{"id":"W6995510161","doi":"","title":"Optimization Model for Production-Distribution Planning in the Cosmetic Industry: The Case of Cosmetics Company Canada","year":2024,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Vehicle Routing Optimization Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Colorado School of Mines","keywords":"Supply chain; Production (economics); Product (mathematics); Sorting; Matching (statistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008397531,0.0012976,0.001106892,0.001116305,0.001399067,0.003001395,0.001990925,0.002586059,0.007273037],"category_scores_gemma":[0.001814428,0.0009082902,0.001154535,0.001796151,0.001086507,0.0008767854,0.001317209,0.001631401,0.0004496016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01038094,"about_ca_system_score_gemma":0.009203237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4975157,"about_ca_topic_score_gemma":0.3369616,"domain_scores_codex":[0.999478,0.0001480299,0.00001432495,0.00009177542,0.00009512142,0.0001727846],"domain_scores_gemma":[0.9993107,0.0004016536,0.00005163882,0.00001774551,0.0001415122,0.0000768169],"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":[0.00002631636,0.00001815617,0.0003038726,0.00002551251,0.000007438623,0.0001333102,0.00002536839,0.9928218,0.0001161421,0.004429027,0.0005377648,0.001555391],"study_design_scores_gemma":[0.00001325005,0.00001173629,0.0001997468,0.000007879199,0.000005866111,0.00001192713,0.00005525882,0.9975249,0.00005279948,0.00119745,0.0009121388,0.00000695581],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3728573,0.003331879,0.435394,0.00476257,0.0002500494,0.000905035,0.003822641,0.0006149559,0.1780615],"genre_scores_gemma":[0.929742,0.001098599,0.03381913,0.0001568098,0.00003632535,0.0003352933,0.0007157584,0.00008559858,0.03401057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4975157,"threshold_uncertainty_score":0.9892398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03893438373508366,"score_gpt":0.3042118544476372,"score_spread":0.2652774707125535,"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."}}