{"id":"W4206289003","doi":"10.32920/ryerson.14656044.v1","title":"Responsive manufacturing: creating competitive advantage through domestic and international sourcing practices","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Strategic sourcing; Production (economics); Clothing; Industrial organization; Competitive advantage; Profit (economics); Quality (philosophy); Marketing; Personalization; Offshoring; Value (mathematics); Commerce; Economics; Strategic planning; Outsourcing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003394966,0.0004771124,0.0002059465,0.001317201,0.002471982,0.005776093,0.0005962137,0.0006203277,0.004298571],"category_scores_gemma":[0.003973413,0.0002079386,0.0003482055,0.001805141,0.002350926,0.003016757,0.003360003,0.0008942122,0.0005113057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002332408,"about_ca_system_score_gemma":0.002320487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002433114,"about_ca_topic_score_gemma":0.005952911,"domain_scores_codex":[0.9975036,0.001140564,0.00006571494,0.0002131374,0.000669939,0.0004069804],"domain_scores_gemma":[0.997586,0.001129511,0.0005023604,0.000219338,0.0002989205,0.0002638238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005103557,0.0008577676,0.1650624,0.000949954,0.000158123,0.004014259,0.2033219,0.001956057,0.04306509,0.1092051,0.00299702,0.4679019],"study_design_scores_gemma":[0.00007200197,0.00129097,0.2496507,0.000993441,0.000207233,0.002621173,0.5194404,0.004407979,0.02429727,0.03577346,0.16101,0.0002353849],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8425342,0.0006986408,0.007488774,0.0009963629,0.00002988335,0.0001268954,0.00003513769,0.00004028871,0.1480497],"genre_scores_gemma":[0.994684,0.0003260914,0.002365808,0.0001343904,0.000009039988,0.00001852259,0.00001969246,0.00001457605,0.00242783],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005776093,"threshold_uncertainty_score":0.01795447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03061579839617167,"score_gpt":0.2994602785550151,"score_spread":0.2688444801588434,"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."}}