{"id":"W4416208759","doi":"10.1093/eurpub/ckaf165.072","title":"PL004. Reimagining Resilient Health Systems: Integrating Risk, Intelligence, and One Health for Safety","year":2025,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"COVID-19 Digital Contact Tracing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Public health; Safeguarding; Preparedness; Health care; European union; Occupational safety and health; Software deployment; Health policy; International health; Global health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007642759,0.0006964204,0.0003490114,0.00126119,0.0032207,0.01299272,0.001625362,0.005651614,0.0677993],"category_scores_gemma":[0.01019625,0.0004138789,0.0008328647,0.001338363,0.004194529,0.007832757,0.01136782,0.005543573,0.01721385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004704564,"about_ca_system_score_gemma":0.01374449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003940789,"about_ca_topic_score_gemma":0.003918659,"domain_scores_codex":[0.9954605,0.00221187,0.0001843716,0.0004080102,0.001161871,0.0005733176],"domain_scores_gemma":[0.9935669,0.001845812,0.0003707357,0.0006456306,0.001548132,0.002022726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001097948,0.0001395685,0.001978688,0.001127685,0.0000360624,0.0003980635,0.003141857,0.001134452,0.001354468,0.2728018,0.443953,0.2738245],"study_design_scores_gemma":[0.00002115704,0.00009588584,0.0008351695,0.000956176,0.00001550502,0.000185704,0.002031962,0.0007472203,0.0007267332,0.07647981,0.9178771,0.00002763752],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008419801,0.01217379,0.04257936,0.4776702,0.009341299,0.0004847823,0.001379733,0.002987778,0.4449633],"genre_scores_gemma":[0.3141294,0.02713132,0.09197763,0.109179,0.007498859,0.00105292,0.003372354,0.002466058,0.4431925],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0677993,"threshold_uncertainty_score":0.2268112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0889537081068929,"score_gpt":0.3451343076819508,"score_spread":0.2561805995750579,"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."}}