{"id":"W4415250364","doi":"10.1145/3757500","title":"Relational Logistics and Alternative Supply Chains of Last Resort","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Consolidation (business); Supply chain; Flexibility (engineering); Humanitarian Logistics; Social Welfare; Work (physics); Supply side; Welfare","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":[],"consensus_categories":[],"category_scores_codex":[0.0002031188,0.00008533954,0.0001205047,0.0002314547,0.000114465,0.00006534233,0.0002934223,0.00003576365,0.00002966052],"category_scores_gemma":[0.0001302204,0.00007034244,0.00003810866,0.0001407674,0.00005834938,0.0003667105,0.0003761237,0.0001197964,0.000006657646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005522156,"about_ca_system_score_gemma":0.000008679249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002786284,"about_ca_topic_score_gemma":0.00000383552,"domain_scores_codex":[0.9993708,0.000001513915,0.000297563,0.0001457411,0.0001123986,0.00007197558],"domain_scores_gemma":[0.9991452,0.00003916049,0.0003888384,0.00009446844,0.0003295019,0.00000283054],"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":[0.00005457701,0.00008540425,0.04918154,0.0001789746,0.00007811305,1.06944e-7,0.0004012595,0.0001160459,0.001133925,0.923503,0.0213683,0.003898793],"study_design_scores_gemma":[0.001941041,0.00006986039,0.7624483,0.00118962,0.00008508414,0.000003324447,0.001140786,0.02620395,0.009837784,0.1370131,0.05964069,0.0004264614],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967681,0.000002404456,0.0004394675,0.002592146,0.0008657567,0.0001608021,0.000001318317,0.00002163421,0.02823547],"genre_scores_gemma":[0.996676,0.000001834312,0.0008993003,0.001219011,0.0002924941,0.000006224365,0.000005463181,0.000005788131,0.0008938506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7864898,"threshold_uncertainty_score":0.2868481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05797418035760698,"score_gpt":0.2923987681243339,"score_spread":0.2344245877667269,"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."}}