{"id":"W3183729605","doi":"10.12927/hcq.2021.26553","title":"The Role of a Resilient Information Infrastructure in COVID-19 Vaccine Uptake in Ontario","year":2021,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Public Health Ontario; Toronto Public Health","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Government (linguistics); Vaccination; Business; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public health; Public relations; Medicine; Virology; Political science; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.0003630982,0.0001233756,0.0003131176,0.000143458,0.00005105087,0.00002317089,0.0001099458,0.00009473525,0.0001053896],"category_scores_gemma":[0.0002371896,0.00009937039,0.00005307883,0.0004078734,0.00002358922,0.0002132103,0.00002044332,0.0003780461,0.00001613767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007475988,"about_ca_system_score_gemma":0.003291731,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05675125,"about_ca_topic_score_gemma":0.7665094,"domain_scores_codex":[0.9983277,0.0001584003,0.0007160489,0.0001858662,0.0003167226,0.0002952865],"domain_scores_gemma":[0.99876,0.00009773064,0.0001666488,0.0005474024,0.0001834276,0.000244758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009133366,0.00008270858,0.7962794,0.0004025147,0.00001653268,0.00009689375,0.01555574,0.00004401389,0.0001020861,0.001057182,0.001240382,0.1842093],"study_design_scores_gemma":[0.00168886,0.0003002537,0.8783461,0.0001551716,0.000004822014,0.00003531851,0.00685218,0.000109809,0.0000222523,0.00107851,0.1113345,0.00007211571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888893,0.001442263,0.00002172978,0.008276287,0.0001417862,0.0005553106,0.00008824436,0.00003226424,0.000552757],"genre_scores_gemma":[0.9973562,0.00005851265,0.0001926332,0.001872032,0.00002499706,0.00003576179,0.0004080853,0.000007975449,0.00004374289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7097582,"threshold_uncertainty_score":0.9495299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009286968698295935,"score_gpt":0.2828414050634834,"score_spread":0.2735544363651874,"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."}}