{"id":"W7108611905","doi":"10.2139/ssrn.5792542","title":"Supply Chain Management in the AI Era: A Vision Statement from the Operations Management Community","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada); University of Toronto; McGill University","funders":"","keywords":"Supply chain; Supply chain management; Statement (logic); Service management; Management system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01991815,0.0008772233,0.0007202935,0.002474983,0.002556737,0.01479364,0.001499718,0.008355467,0.004494079],"category_scores_gemma":[0.01843194,0.0001942685,0.0004909409,0.004980596,0.01099671,0.02229232,0.006592716,0.01050029,0.000892247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005563482,"about_ca_system_score_gemma":0.0104233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005530125,"about_ca_topic_score_gemma":0.003697369,"domain_scores_codex":[0.9954724,0.00145207,0.000207352,0.0004230641,0.00202638,0.0004187055],"domain_scores_gemma":[0.9581856,0.02600897,0.001848183,0.001144471,0.00976906,0.003043747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009416136,0.0001287677,0.001566342,0.0008031909,0.000029684,0.0002276156,0.003200971,0.002457375,0.0008033119,0.7160307,0.1062022,0.1684556],"study_design_scores_gemma":[0.00002627873,0.00008724188,0.001583642,0.00159444,0.00002431971,0.0002101233,0.0104129,0.007284088,0.0008396464,0.5846194,0.3932239,0.00009405042],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008709596,0.05933416,0.01412147,0.8896171,0.00390761,0.00001947424,0.00008840443,0.0000978476,0.02410425],"genre_scores_gemma":[0.5803077,0.2082544,0.03476255,0.1417122,0.01780853,0.0001394608,0.0002331329,0.0001818833,0.01660031],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01991815,"threshold_uncertainty_score":0.1053386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01113724956023866,"score_gpt":0.2746732621095108,"score_spread":0.2635360125492721,"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."}}