{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001288098,0.0002307239,0.0002845449,0.0004471892,0.0004721687,0.0001005064,0.0005160011,0.000350739,0.000002901238],"category_scores_gemma":[0.000285988,0.0002039574,0.00008578752,0.001791124,0.0001385675,0.0001124767,0.00004164771,0.001744497,3.190107e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001218949,"about_ca_system_score_gemma":0.001409253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07376344,"about_ca_topic_score_gemma":0.2834328,"domain_scores_codex":[0.9978659,0.000524369,0.0003681134,0.000361859,0.0004459507,0.0004337729],"domain_scores_gemma":[0.9983813,0.0006005941,0.000121143,0.0004670525,0.000356273,0.00007370287],"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":[0.00006081923,0.0000169463,0.0002009007,0.0003717285,0.00007396955,0.0003349007,0.00192487,0.9929911,0.00006221878,0.001160401,0.002719414,0.00008270568],"study_design_scores_gemma":[0.0001887313,0.00003822454,0.0002813292,0.0001940684,0.0001092088,0.00009277933,0.01837202,0.9787965,0.00106725,0.0001660883,0.0004990181,0.0001947556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9300964,0.0004690323,0.05866121,0.0005077352,0.002001291,0.002280069,0.0001803423,0.0001442938,0.00565957],"genre_scores_gemma":[0.9958028,0.00003972832,0.0006616848,0.00000308213,0.0001599054,0.00002205572,0.0003883459,0.0000557096,0.002866711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2096694,"threshold_uncertainty_score":0.9324045,"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."}}