{"id":"W4328121662","doi":"10.1007/s43069-023-00194-8","title":"Vaccine Allocation and Distribution: A Review with a Focus on Quantitative Methodologies and Application to Equity, Hesitancy, and COVID-19 Pandemic","year":2023,"lang":"en","type":"review","venue":"Operations Research Forum","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Mary's University; McMaster University","funders":"","keywords":"Equity (law); Pandemic; Context (archaeology); Distribution (mathematics); Coronavirus disease 2019 (COVID-19); Management science; Resource allocation; Operations research; Computer science; Economics; Political science; Infectious disease (medical specialty); Geography; Engineering; Medicine; Disease","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":[0.005909251,0.00137819,0.003394221,0.005365247,0.0002805395,0.00236089,0.001587399,0.002035673,0.005442309],"category_scores_gemma":[0.0152718,0.0007224825,0.002071664,0.008353977,0.001024952,0.002386173,0.001278933,0.001899998,0.0006634036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002754981,"about_ca_system_score_gemma":0.008463243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008828717,"about_ca_topic_score_gemma":0.014343,"domain_scores_codex":[0.9980559,0.0009069173,0.000377076,0.0002173212,0.0003559864,0.00008684317],"domain_scores_gemma":[0.9905593,0.00779143,0.0008536234,0.0001051585,0.0005949003,0.00009551749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001636249,0.00007687889,0.0003364869,0.2021855,0.001131059,0.00004818677,0.0001011475,0.001450368,0.0001572602,0.0153541,0.02685496,0.7521405],"study_design_scores_gemma":[0.0002494548,0.0003337287,0.003237895,0.2813482,0.005043203,0.0005605184,0.0002503917,0.0009514538,0.0003729779,0.01766292,0.6898596,0.0001297102],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000276438,0.999426,0.0001111914,0.0002397342,0.0000538976,0.000004757506,0.0000192557,0.000001726161,0.0001158269],"genre_scores_gemma":[0.000458756,0.9990127,0.000235206,0.0001571327,0.00006968707,0.00001046383,0.00001161111,9.704549e-7,0.00004333427],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008828717,"threshold_uncertainty_score":0.03125149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7992309039181115,"score_gpt":0.666315419516724,"score_spread":0.1329154844013875,"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."}}