{"id":"W4413875170","doi":"10.1093/phe/phaf014","title":"Privacy, Exploitation and Global Disease Surveillance: Can We Justly Prevent the Next Pandemic?","year":2025,"lang":"en","type":"article","venue":"Public Health Ethics","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"University of Oxford","keywords":"Pandemic; Disease surveillance; Disease; Coronavirus disease 2019 (COVID-19); Computer security; Internet privacy; Environmental health; Political science; Computer science; Medicine; Infectious disease (medical specialty)","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":[0.01792645,0.000386677,0.0005554371,0.000811231,0.004668099,0.008887473,0.0009642922,0.009685119,0.002639758],"category_scores_gemma":[0.02180832,0.0002821379,0.0006637422,0.0006869331,0.04890759,0.01840461,0.007057397,0.009023152,0.0005008469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003910683,"about_ca_system_score_gemma":0.006558509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00389738,"about_ca_topic_score_gemma":0.003185356,"domain_scores_codex":[0.9882165,0.007993197,0.0003264124,0.0007910409,0.00157857,0.00109429],"domain_scores_gemma":[0.9829286,0.01174536,0.001686927,0.001487896,0.001083877,0.001067323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002865473,0.0000256813,0.001600033,0.00009449196,0.0000155953,0.0001446414,0.004779479,0.0004005713,0.0001345249,0.9560801,0.01219422,0.02450202],"study_design_scores_gemma":[0.00001390837,0.00006767111,0.001313522,0.0006983654,0.00001756272,0.0005666119,0.005609285,0.0006204123,0.0003446949,0.8861182,0.1045929,0.00003678618],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01577886,0.02269063,0.01749384,0.8703516,0.001371708,0.00003750921,0.00004816954,0.00002720632,0.07220052],"genre_scores_gemma":[0.7909155,0.02620016,0.007759032,0.1633026,0.003103389,0.0001112675,0.00005518257,0.00004825845,0.008504629],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01792645,"threshold_uncertainty_score":0.0948053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1782648370003455,"score_gpt":0.4266032147648907,"score_spread":0.2483383777645451,"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."}}