{"id":"W7132954118","doi":"","title":"Learning from the past, as we look to the future: A new approach for public health leaders responding to pandemics and epidemics","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario","funders":"","keywords":"Public health; Pandemic; Thematic analysis; Humanity; Influenza pandemic; Sociocultural evolution; Strategic planning; Global health","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":[0.03321852,0.001395799,0.00107226,0.004744085,0.02164898,0.02652473,0.004318836,0.005330718,0.006745907],"category_scores_gemma":[0.01647446,0.0007948398,0.001067354,0.002512507,0.07443473,0.04392609,0.01633309,0.01550534,0.001427885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01364707,"about_ca_system_score_gemma":0.02907043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00555562,"about_ca_topic_score_gemma":0.01428683,"domain_scores_codex":[0.9726896,0.02262048,0.0003406789,0.0009610561,0.001911782,0.001476471],"domain_scores_gemma":[0.9793066,0.01241149,0.001049269,0.001354748,0.002071888,0.003805942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003617993,0.0001186026,0.00134394,0.000584887,0.00002195568,0.0003462685,0.6639086,0.0001669241,0.0003638302,0.2389168,0.03175936,0.06243261],"study_design_scores_gemma":[0.00002442141,0.00009551472,0.0008077975,0.001698822,0.00001832421,0.0003365191,0.561972,0.0002772217,0.0002355128,0.1759698,0.2585098,0.00005424574],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0522989,0.04216573,0.04504443,0.655593,0.007795998,0.0005681784,0.0001249585,0.0003405727,0.1960682],"genre_scores_gemma":[0.8179564,0.03811822,0.05162708,0.05342165,0.003188143,0.001231832,0.0001611302,0.0003637201,0.03393168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03321852,"threshold_uncertainty_score":0.1756784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2264306170343649,"score_gpt":0.510718347294795,"score_spread":0.2842877302604302,"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."}}