{"id":"W4381157383","doi":"10.1080/00207543.2023.2204958","title":"Service-level-driven procurement and production lot-sizing problem with demand fulfilment","year":2023,"lang":"en","type":"article","venue":"International Journal of Production Research","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"JavaScript; Computer science; Production (economics); Procurement; Sizing; Service (business); Zoom; Feature (linguistics); Order (exchange); Industrial engineering; Engineering; Programming language; Business; Economics; Microeconomics; Marketing","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":[0.003004825,0.0001379345,0.0001490058,0.001346549,0.0002300736,0.0004134822,0.000374345,0.00003484548,0.0001064174],"category_scores_gemma":[0.0002563606,0.0001080555,0.00003913627,0.001040109,0.00008677073,0.001415216,0.0002915983,0.0003127385,0.000123006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001790306,"about_ca_system_score_gemma":0.00006998095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009467583,"about_ca_topic_score_gemma":0.0001392175,"domain_scores_codex":[0.9970075,0.00004844198,0.0004204204,0.0003429837,0.001882183,0.000298393],"domain_scores_gemma":[0.9963303,0.00002207699,0.0003187213,0.0001571662,0.003141428,0.00003026529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004171894,0.002145754,0.1083595,0.003184116,0.002822045,0.0005999625,0.005788101,0.04481663,0.05345719,0.02361093,0.5380163,0.2130276],"study_design_scores_gemma":[0.003879067,0.0004778555,0.05252327,0.002056199,0.0001626381,0.0003490836,0.01630016,0.00671606,0.008899735,0.01328042,0.8945185,0.0008370001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8726026,0.0001489462,0.0003479086,0.1204627,0.002891657,0.001080266,0.000001804662,0.000103004,0.00236109],"genre_scores_gemma":[0.9902408,0.0002682617,0.0009185474,0.0003800595,0.005810909,0.00006649442,0.00002099548,0.00003413644,0.002259872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3565022,"threshold_uncertainty_score":0.4406374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1575859156661262,"score_gpt":0.3478481083732439,"score_spread":0.1902621927071177,"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."}}