{"id":"W4411448960","doi":"10.1016/j.sca.2025.100139","title":"A game-theoretic framework for optimizing supply chain coordination and production","year":2025,"lang":"en","type":"article","venue":"Supply Chain Analytics","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Supply chain; Production (economics); Coordination game; Computer science; Business; Mathematics; Mathematical economics; Microeconomics; Economics; Marketing","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":[0.003306909,0.002741956,0.001883263,0.001588996,0.001057952,0.003358059,0.002374789,0.002171248,0.004536116],"category_scores_gemma":[0.004978581,0.001136434,0.001833162,0.001773844,0.00272401,0.003484596,0.001975964,0.002556513,0.0005571475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004730491,"about_ca_system_score_gemma":0.005165067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009748267,"about_ca_topic_score_gemma":0.007001869,"domain_scores_codex":[0.9980261,0.0009969447,0.00007818041,0.0002732572,0.0004250752,0.0002004735],"domain_scores_gemma":[0.9982784,0.001151034,0.0001825757,0.00006764977,0.0001956673,0.0001247407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000123291,0.00002838089,0.0001143848,0.00007318443,0.00003023356,0.00004322253,0.00005274696,0.8766686,0.0003268829,0.1185904,0.0004920698,0.003567565],"study_design_scores_gemma":[0.00001501537,0.0000446053,0.00005523042,0.00002120926,0.00001473604,0.00002049505,0.00003312108,0.9199591,0.0001346206,0.07801955,0.001669137,0.00001322791],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004208028,0.0002825891,0.9857874,0.0003389389,0.00004853258,0.0001399078,0.000107456,0.00005549846,0.009031654],"genre_scores_gemma":[0.5389781,0.001948238,0.4463081,0.0002504207,0.0001738081,0.001148259,0.0002859405,0.000140704,0.01076644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009748267,"threshold_uncertainty_score":0.03432226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01572084237279089,"score_gpt":0.2512375625509325,"score_spread":0.2355167201781416,"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."}}