{"id":"W4220883857","doi":"10.1136/bmj-2022-070650","title":"It is not too late to achieve global covid-19 vaccine equity","year":2022,"lang":"en","type":"article","venue":"BMJ","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Equity (law); Computer science; Betacoronavirus; Data science; Virology; Medicine; World Wide Web; Political science; Infectious disease (medical specialty); Outbreak; Pathology; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001113752,0.00009494,0.0001574988,0.00003264932,0.001038808,0.00007278769,0.0004804542,0.00004310694,0.006915123],"category_scores_gemma":[0.0004504437,0.000101662,0.00008630085,0.0005117012,0.000004907063,0.0001222804,0.0005605735,0.0001170621,0.0003783455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006749399,"about_ca_system_score_gemma":0.0005883311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003333674,"about_ca_topic_score_gemma":0.006033808,"domain_scores_codex":[0.9983951,0.0001839367,0.0002108433,0.0002733596,0.0005559383,0.0003807982],"domain_scores_gemma":[0.9992341,0.00007319626,0.00007049915,0.0002526692,0.00004212989,0.0003274108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001449395,0.00004374667,0.01188205,0.000006733927,0.00001375618,0.00005235366,0.008457419,0.000118326,0.00003170249,0.006115011,0.9699839,0.003150089],"study_design_scores_gemma":[0.0003778786,0.0001269594,0.01180469,0.000002087062,0.00001291103,0.000002953081,0.00124154,0.00001312662,0.00001030394,0.004139551,0.9821061,0.0001619116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1306255,0.00009367833,0.0003374809,0.7179998,0.0007163901,0.0006228099,0.0001622029,0.0001292259,0.1493129],"genre_scores_gemma":[0.801987,0.00002233885,0.0001653249,0.1756833,0.0005957019,0.00006340091,0.000006820655,0.000007876975,0.02146821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6713614,"threshold_uncertainty_score":0.9939927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07325328815154276,"score_gpt":0.4188988407007571,"score_spread":0.3456455525492143,"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."}}