{"id":"W4403451516","doi":"10.3390/math12203238","title":"Assessing Different Two-Stage Stochastic Models for Optimizing Food Bank Networks’ Operations During Natural Disasters","year":2024,"lang":"en","type":"article","venue":"Mathematics","topic":"Facility Location and Emergency Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Instituto Tecnológico y de Estudios Superiores de Monterrey","keywords":"Dual (grammatical number); Natural disaster; Humanitarian Logistics; Risk analysis (engineering); Computer science; Business; Face (sociological concept); Food aid; Operations research; Process management; Food security; Engineering; Geography","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.000229566,0.0002401875,0.0002182066,0.0001998953,0.0003583014,0.001591241,0.0002035407,0.00003677636,0.00009729287],"category_scores_gemma":[0.00005362681,0.0002068497,0.0001366984,0.0002672848,0.00002768148,0.001698933,0.0001683488,0.000132328,0.00003788648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007226566,"about_ca_system_score_gemma":0.000009816673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002683152,"about_ca_topic_score_gemma":0.0001822201,"domain_scores_codex":[0.998695,0.000006160866,0.0004211463,0.000312467,0.0002280136,0.0003372027],"domain_scores_gemma":[0.9995452,0.00005228725,0.00004028439,0.0002657443,0.0000788789,0.0000176646],"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":[0.000003436604,0.00006477811,0.000002067858,0.001425609,0.00006666985,9.892424e-7,0.0003346856,0.8877627,0.00008389944,0.1095774,0.0001652091,0.0005125655],"study_design_scores_gemma":[0.0002815521,0.000004981096,0.00001690472,0.000262803,0.0001047872,6.342132e-7,0.001478359,0.9945037,0.00001252222,0.00289778,0.0001860506,0.0002499003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2040455,0.0001807836,0.7925393,0.000427889,0.001052697,0.0006042126,0.000006148422,0.0002820055,0.0008614715],"genre_scores_gemma":[0.9920512,0.000004186491,0.005901952,0.0001571915,0.0004741869,0.0001541334,0.00008625515,0.00004919245,0.001121742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7880057,"threshold_uncertainty_score":0.9994452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05268408231989628,"score_gpt":0.2802454176611318,"score_spread":0.2275613353412355,"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."}}