{"id":"W7117477899","doi":"10.3390/su18010276","title":"Stabilizing Chaotic Food Supply Chains: A Four-Tier Nonlinear Control Framework for Sustainability Outcomes","year":2025,"lang":"en","type":"article","venue":"Sustainability","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Supply chain; Chaotic; Synchronization (alternating current); Sustainability; Resource (disambiguation); Set (abstract data type); Construct (python library); Nonlinear 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":[0.0004631759,0.0005782223,0.0003548637,0.0003796282,0.0005340445,0.0009799293,0.0007320076,0.0007617674,0.002001113],"category_scores_gemma":[0.0009714928,0.0002166205,0.0004621954,0.0002438024,0.001024832,0.0009317549,0.001201491,0.0005320434,0.0001527334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009504949,"about_ca_system_score_gemma":0.0009768482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004930648,"about_ca_topic_score_gemma":0.002715622,"domain_scores_codex":[0.9998038,0.00006687534,0.000009968327,0.00004661938,0.00004467843,0.00002800089],"domain_scores_gemma":[0.9997438,0.00007888074,0.00006951926,0.00001969656,0.00006242218,0.00002567309],"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":[0.00002916289,0.00002577885,0.0007550034,0.00004580679,0.00002380714,0.0001178086,0.0001398906,0.9073518,0.004460161,0.08110954,0.0002493884,0.005691816],"study_design_scores_gemma":[0.000005959912,0.00002247105,0.0001147117,0.000005140147,0.00000576458,0.000008990284,0.00002438305,0.9873169,0.0002165954,0.0118879,0.000385057,0.000006198013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08396288,0.0002111125,0.8992319,0.0006320843,0.0000475579,0.00007245202,0.00007523414,0.0001164511,0.01565029],"genre_scores_gemma":[0.9761201,0.0002086327,0.01978691,0.00004825245,0.00001727791,0.0000988706,0.00002660736,0.00001286665,0.003680546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004930648,"threshold_uncertainty_score":0.009803891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0127230452891929,"score_gpt":0.2678440050310442,"score_spread":0.2551209597418513,"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."}}