{"id":"W4391144005","doi":"10.3389/ijph.2024.1606638","title":"How Public Health Organizational Structure Affected the Response to the COVID-19 Pandemic: A Case Study in British Columbia, Canada","year":2024,"lang":"en","type":"article","venue":"International Journal of Public Health","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Waterloo; Institute of Population and Public Health; University of British Columbia","funders":"","keywords":"Public health; Organizational structure; Public relations; Corporate governance; Preparedness; Emergency management; Organizational learning; Political science; Pandemic; Public administration; Business; Coronavirus disease 2019 (COVID-19); Medicine; Nursing; Management; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002265304,0.0004544838,0.0003919605,0.001588081,0.02535938,0.004751096,0.002609875,0.00187765,0.003979424],"category_scores_gemma":[0.005662357,0.0004836718,0.0002951372,0.002810732,0.005477656,0.0009999474,0.003932321,0.003196236,0.0002719777],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1624091,"about_ca_system_score_gemma":0.1840764,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9968906,"about_ca_topic_score_gemma":0.9989545,"domain_scores_codex":[0.9956619,0.0009726525,0.00007996278,0.0002147033,0.0005515138,0.002519141],"domain_scores_gemma":[0.9943256,0.0008827775,0.0003970847,0.0001551267,0.001837804,0.002401605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003256828,0.0008730765,0.4716797,0.0003928143,0.00008517978,0.01980601,0.4004163,0.00242725,0.002242486,0.01598674,0.02477524,0.06098952],"study_design_scores_gemma":[0.00003435481,0.0001152044,0.1737195,0.0003573647,0.00003785006,0.0005997319,0.7998253,0.001239906,0.0002715681,0.0006900097,0.02303718,0.00007191383],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796804,0.0005194328,0.0003036192,0.005000606,0.00003987762,0.0001610344,0.0001943322,0.00001133645,0.01408946],"genre_scores_gemma":[0.994,0.0004718791,0.0003544308,0.0008534401,0.000006314575,0.00004347489,0.00008889107,0.0000101721,0.004171581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8375909,"threshold_uncertainty_score":0.9714867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1252431545787601,"score_gpt":0.4683894968855541,"score_spread":0.343146342306794,"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."}}