{"id":"W4414904627","doi":"10.1016/j.tre.2025.104448","title":"Geopolitical disruptions in global supply chains: The role of strategic alliances","year":2025,"lang":"en","type":"article","venue":"Transportation Research Part E Logistics and Transportation Review","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Supply chain; Leverage (statistics); Tariff; Strategic alliance; Strategic sourcing; Geopolitics; Strategic complements; Alliance; Supply and demand","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0009478677,0.0001528868,0.0002922892,0.0001635684,0.0001927338,0.00007270088,0.0002481192,0.00005824153,0.0001606613],"category_scores_gemma":[0.00004997931,0.0001110639,0.00008251074,0.001324341,0.000418077,0.0002305634,0.000005225347,0.0002051642,0.00001343411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002052388,"about_ca_system_score_gemma":0.00007756537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002769866,"about_ca_topic_score_gemma":0.01183643,"domain_scores_codex":[0.9981428,0.00004463298,0.0006708406,0.0003080503,0.0004756467,0.0003580529],"domain_scores_gemma":[0.9992015,0.000139221,0.0001187511,0.0002140692,0.0003032835,0.00002317187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001822377,0.0001002014,0.1225179,0.002473736,0.00001945585,0.000009504015,0.00003549979,0.0003237108,0.000002764736,0.8703173,0.0002905329,0.003891218],"study_design_scores_gemma":[0.0005542219,0.00002786349,0.7095666,0.00248733,0.0001988864,1.373893e-7,0.002801817,0.001833919,0.000006771675,0.1675991,0.1147108,0.0002125876],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.603908,0.2464884,0.00921372,0.04529068,0.0009649231,0.01238714,0.001222721,0.0003110999,0.08021332],"genre_scores_gemma":[0.9575727,0.04089629,0.00005480204,0.0007439638,0.00005503011,0.0002025372,0.0003554958,0.000006512053,0.0001126989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7027182,"threshold_uncertainty_score":0.6605005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07543325357375724,"score_gpt":0.373419277360504,"score_spread":0.2979860237867467,"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."}}