{"id":"W4313315418","doi":"10.1371/journal.pone.0279929","title":"An equitable vaccine delivery system: Lessons from the COVID-19 vaccine rollout in Canada","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Canadian Institutes of Health Research","keywords":"Outreach; Vaccination; Pandemic; Government (linguistics); Medicine; Qualitative research; Environmental health; Business; Coronavirus disease 2019 (COVID-19); Political science; Virology; Sociology; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009380028,0.0001359453,0.0003284056,0.00005861066,0.001558323,0.00007107714,0.0008086624,0.00003933679,0.00237437],"category_scores_gemma":[0.0002345485,0.0001221495,0.00003950901,0.0005461408,0.00000352537,0.0002315494,0.0002086624,0.0003049563,0.00001773193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002717602,"about_ca_system_score_gemma":0.003682798,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9882371,"about_ca_topic_score_gemma":0.9967225,"domain_scores_codex":[0.9973705,0.0006123924,0.0003089598,0.0003436005,0.0008110049,0.0005535346],"domain_scores_gemma":[0.9986222,0.0004810107,0.0001198952,0.000450591,0.00006510556,0.0002612389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002291535,0.0009626245,0.9284682,0.00008611658,0.000220115,0.0003263418,0.01361099,0.001337191,0.001721329,0.004534021,0.04804166,0.000462282],"study_design_scores_gemma":[0.01303257,0.0008061802,0.4781005,0.0004387311,0.001367163,0.00001368272,0.3490941,0.007017615,0.0009192357,0.004060224,0.1423927,0.002757322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9667261,0.00177575,0.00001483943,0.02897068,0.0001663839,0.0004775877,0.0002143761,0.00007876089,0.001575509],"genre_scores_gemma":[0.9944292,0.0001380941,0.00004441475,0.004228293,0.0003626765,0.0001169565,0.00005265786,0.0000190921,0.0006086695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4503677,"threshold_uncertainty_score":0.9997415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06423201809798312,"score_gpt":0.2834767885068621,"score_spread":0.219244770408879,"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."}}