{"id":"W4406649117","doi":"10.20944/preprints202501.1572.v1","title":"A Study of Decision-Making Processes in Multinational Supply Chains: Challenges and Opportunities in Global Procurement","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Multinational corporation; Procurement; Supply chain; Business; Industrial organization; Process management; Marketing; Finance","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"],"consensus_categories":[],"category_scores_codex":[0.001407435,0.0004018357,0.0005889134,0.001031495,0.00006225155,0.00008383807,0.000713923,0.0001991144,0.00008678582],"category_scores_gemma":[0.001315822,0.0004165952,0.0000556443,0.0004570668,0.00006239813,0.0006212426,0.003511234,0.0003935653,0.000010664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001741681,"about_ca_system_score_gemma":0.0003958092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009295821,"about_ca_topic_score_gemma":0.005889263,"domain_scores_codex":[0.9972112,0.00004667401,0.0008942911,0.0008534021,0.0006249884,0.0003694318],"domain_scores_gemma":[0.9983511,0.0001294574,0.0005788389,0.0004695103,0.0004527354,0.00001834507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001357749,0.001558253,0.9518386,0.003660497,0.00008514166,0.00003021219,0.003672445,0.000249581,0.00000288512,0.01323312,0.00002495712,0.0255085],"study_design_scores_gemma":[0.001634307,0.00001691833,0.966562,0.003224737,0.00005331486,0.000001206463,0.004813881,0.000557531,0.00001132841,0.02022113,0.00245476,0.0004489239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692489,0.001852676,0.00001034837,0.001437486,0.0002178028,0.001827957,0.000019493,0.00007674922,0.02530862],"genre_scores_gemma":[0.9976143,0.001073081,0.00006058469,0.0002479146,0.0002193141,0.0006305316,0.00002585582,0.00001566819,0.0001127335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02836545,"threshold_uncertainty_score":0.9998286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2070076343897258,"score_gpt":0.3769811096139993,"score_spread":0.1699734752242735,"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."}}