{"id":"W3213722999","doi":"10.5267/j.uscm.2021.10.015","title":"The role of management accounting in the development of supply chain performance in logistics manufacturing companies","year":2021,"lang":"en","type":"article","venue":"Uncertain Supply Chain Management","topic":"Management and Optimization Techniques","field":"Business, Management and Accounting","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Profitability index; Activity-based costing; Supply chain management; Supply chain; Productivity; Sample (material); Management accounting; Manufacturing; Cost accounting; Operations management; Industrial organization; Process management; Marketing; Accounting; Economics; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002613679,0.0003794053,0.0004207561,0.000748213,0.000339215,0.0002803378,0.001206023,0.00007356838,0.0001145904],"category_scores_gemma":[0.00004016412,0.0002879506,0.0001054849,0.00125412,0.0001470968,0.0004310698,0.001008643,0.0002336439,0.00001550961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001299493,"about_ca_system_score_gemma":0.00002458859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001566479,"about_ca_topic_score_gemma":0.0009811147,"domain_scores_codex":[0.9966683,0.00007886279,0.001252358,0.0004994433,0.0008509424,0.0006500709],"domain_scores_gemma":[0.9984167,0.0001612003,0.0005544669,0.0007220758,0.0001331719,0.00001245008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002460875,0.0009860555,0.2015918,0.005159079,0.0003944453,0.0001552221,0.003972566,0.06467865,0.00006264757,0.4186105,0.00180453,0.3023384],"study_design_scores_gemma":[0.003559259,0.00004904788,0.3527146,0.001968682,0.000262143,0.000003032654,0.0959608,0.1147748,0.005806177,0.0203288,0.4029289,0.001643742],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5571187,0.002067874,0.02229266,0.004561538,0.0009114385,0.007551535,0.00001524017,0.0004237609,0.4050573],"genre_scores_gemma":[0.9887915,0.0005967222,0.008914134,0.0004790935,0.00009595806,0.0002851232,0.00009821597,0.00003677746,0.0007024621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4316728,"threshold_uncertainty_score":0.9999573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319854223625679,"score_gpt":0.219993771842843,"score_spread":0.2067952296065862,"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."}}