{"id":"W4409624080","doi":"10.1108/scm-07-2024-0472","title":"How can supply chain optimization and improvement be achieved in an automotive sector modular consortium?","year":2025,"lang":"en","type":"article","venue":"Supply Chain Management An International Journal","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Automotive industry; Modular design; Manufacturing engineering; Supply chain; Business; Computer science; Automotive engineering; Industrial organization; Engineering; Marketing; Operating system; Aerospace engineering","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001541597,0.0004459719,0.0003769354,0.001889575,0.0003639868,0.002947314,0.001038404,0.0001161034,0.0004510502],"category_scores_gemma":[0.00008284852,0.000459219,0.0001232911,0.0005550709,0.0001308405,0.003301054,0.0006302224,0.0004222904,0.00000568739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003680996,"about_ca_system_score_gemma":0.00004448226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000459425,"about_ca_topic_score_gemma":0.001070761,"domain_scores_codex":[0.9968788,0.0001256982,0.0007293543,0.0007395871,0.0009279173,0.0005986398],"domain_scores_gemma":[0.998623,0.00003781497,0.00040519,0.0003943893,0.0004637256,0.0000758456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00105419,0.002970294,0.2466807,0.0008686267,0.002259828,0.001299021,0.002310632,0.1244121,0.0008334789,0.5157873,0.009827211,0.09169661],"study_design_scores_gemma":[0.01285398,0.0003432214,0.2079179,0.0006796014,0.0004346441,0.00002094663,0.02029748,0.6469785,0.0001816087,0.02975349,0.07854678,0.00199183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8303726,0.0001136577,0.06464332,0.09167953,0.003383519,0.002348646,0.00008826843,0.0002954321,0.007074992],"genre_scores_gemma":[0.9820251,0.0002215888,0.002609605,0.01056456,0.0009649519,0.0001172789,0.0005472777,0.00004855605,0.002901085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5225664,"threshold_uncertainty_score":0.999786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01391316755772252,"score_gpt":0.2481122941865456,"score_spread":0.2341991266288231,"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."}}