{"id":"W4320076256","doi":"10.35493/medu.41.12","title":"The inequitable delivery of vaccines in the COVID-19 pandemic","year":2022,"lang":"en","type":"article","venue":"The Meducator","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Population; Outbreak; Vaccination; Medicine; Environmental health; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Business; Development economics; Economic growth; Virology; Infectious disease (medical specialty); Economics; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003703589,0.0000637351,0.0001022331,0.00003568791,0.001755674,0.00003852132,0.00108242,0.00001934628,0.0006421896],"category_scores_gemma":[0.0006276074,0.00003112482,0.0000573367,0.0005180207,0.00003930408,0.00006761976,0.000136443,0.0002084491,0.00001235295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001581348,"about_ca_system_score_gemma":0.000932021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005994114,"about_ca_topic_score_gemma":0.007466787,"domain_scores_codex":[0.9982713,0.0008168534,0.0001842775,0.000105422,0.0003546392,0.0002674895],"domain_scores_gemma":[0.9979954,0.001511952,0.00009385648,0.0003218589,0.00002851298,0.00004835434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001243306,0.0002204949,0.398283,0.00002303358,0.00003879341,0.000007774098,0.2772125,0.0001158505,0.0003070777,0.05403116,0.2652806,0.004355392],"study_design_scores_gemma":[0.0002470194,0.00004157325,0.01859851,0.000002695443,0.00002105837,0.00000755467,0.1551405,0.000005174722,0.0000127915,0.01078936,0.8150519,0.00008178718],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9428373,0.003634201,0.000002378138,0.04859625,0.0004360623,0.0003010196,0.000005247658,0.00001704345,0.004170491],"genre_scores_gemma":[0.9928721,0.0005755547,0.000003391106,0.003822948,0.0002509359,0.0001088549,0.000001197915,0.000005612312,0.002359413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5497714,"threshold_uncertainty_score":0.9995439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06582457745247508,"score_gpt":0.352059046266248,"score_spread":0.2862344688137729,"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."}}