{"id":"W4391072487","doi":"10.5267/j.uscm.2024.1.017","title":"The mediating role of supply chain digitization in the relationship between supply chain agility and operational performance","year":2024,"lang":"en","type":"article","venue":"Uncertain Supply Chain Management","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digitization; Supply chain; Business; Supply chain management; Process management; Agile software development; Operations management; Marketing; Computer science; Engineering; Telecommunications","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00432568,0.0004608484,0.0003677677,0.0007228899,0.0009147538,0.001095529,0.0009504385,0.0001259979,0.00008283664],"category_scores_gemma":[0.0003295837,0.0003114767,0.0001355462,0.00179036,0.000333494,0.001240967,0.000518674,0.0004422147,0.00008079977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001588297,"about_ca_system_score_gemma":0.00004877834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007569797,"about_ca_topic_score_gemma":0.0003704174,"domain_scores_codex":[0.9961011,0.0001775007,0.001009492,0.000791347,0.00116828,0.0007522707],"domain_scores_gemma":[0.9974552,0.001459141,0.0002632595,0.000668268,0.0001176118,0.00003651261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003757364,0.00007167737,0.7562485,0.0007438327,0.00007522382,0.00002022667,0.001614154,0.002799331,0.00001254805,0.1994417,0.002449659,0.03648556],"study_design_scores_gemma":[0.0007892874,0.00005093517,0.7926157,0.0004643505,0.0001405329,0.000002692154,0.01298678,0.09830969,0.00002826243,0.02226049,0.07180774,0.0005435735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9494131,0.002909741,0.001259954,0.02553758,0.0007372349,0.004238291,0.00008361558,0.0002876268,0.01553281],"genre_scores_gemma":[0.9952383,0.0005870577,0.0002329834,0.0009766758,0.0008628825,0.0004937757,0.0005701479,0.00005080457,0.0009873416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1771812,"threshold_uncertainty_score":0.9999414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01684364613386721,"score_gpt":0.2460723257716474,"score_spread":0.2292286796377802,"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."}}