{"id":"W3183824855","doi":"10.1590/0101-7438.2021.041s1.00246080","title":"INTEGRATED PRODUCTION-DISTRIBUTION SYSTEMS: TRENDS AND PERSPECTIVES","year":2021,"lang":"en","type":"article","venue":"Pesquisa Operacional","topic":"Advanced Manufacturing and Logistics Optimization","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Production (economics); Computer science; Distribution (mathematics); Mathematics; Economics; Macroeconomics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00004656642,0.00009991194,0.00009647042,0.00004154804,0.00008681929,0.00005097883,0.00002800066,0.00004438033,0.00008674319],"category_scores_gemma":[0.00009036755,0.00009751103,0.000017662,0.0001509235,0.00003591394,0.0001268125,0.00001386845,0.0001125739,0.000007428548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009025387,"about_ca_system_score_gemma":0.00001777703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004793593,"about_ca_topic_score_gemma":0.000004027414,"domain_scores_codex":[0.9994809,0.00001853348,0.0001106973,0.0001851782,0.00008944497,0.0001152143],"domain_scores_gemma":[0.9996935,0.00001805276,0.00001234799,0.00009589194,0.0001381039,0.0000421311],"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":[0.000007292022,0.00002962383,0.00006624841,0.00003800898,0.00003291621,0.000007861895,0.0003686815,0.9806833,0.0006879321,0.01146314,0.001735636,0.004879385],"study_design_scores_gemma":[0.001242864,0.00009293886,0.01975309,0.0002287562,0.0001179274,0.0007916927,0.007936856,0.7817309,0.01633136,0.001056223,0.1692767,0.001440667],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2722629,0.01625341,0.6931626,0.002355499,0.003849133,0.0002821346,0.0005894042,0.001640623,0.009604289],"genre_scores_gemma":[0.9951138,0.0002712918,0.002607121,0.000005103026,0.000176525,0.0000158707,0.0005401995,0.00001346187,0.001256555],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.722851,"threshold_uncertainty_score":0.3976384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01517316503287077,"score_gpt":0.2238918978605782,"score_spread":0.2087187328277074,"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."}}