{"id":"W1971263403","doi":"10.1093/phe/php035","title":"Health Inequities in Times of a Pandemic","year":2009,"lang":"en","type":"article","venue":"Public Health Ethics","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Medicine; Preparedness; Vaccination; Environmental health; Population; Health care; Disease; Economic growth; Coronavirus disease 2019 (COVID-19); Political science; Immunology; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007927285,0.0001354139,0.0007409847,0.0004643823,0.0001509815,0.0000142763,0.000133164,0.0001784322,0.00009126344],"category_scores_gemma":[0.005512757,0.0001154716,0.00005552874,0.000631558,0.0002123077,0.0001181964,0.00006358094,0.0016473,0.00002139096],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005648989,"about_ca_system_score_gemma":0.00883395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001856246,"about_ca_topic_score_gemma":0.0002891342,"domain_scores_codex":[0.9967955,0.0003798927,0.0008475806,0.0002303494,0.0008214875,0.000925207],"domain_scores_gemma":[0.9980546,0.0006269785,0.0002203227,0.000316092,0.0003633334,0.0004186265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004573268,0.001634433,0.107799,0.01013338,0.0001459215,0.00002875971,0.3919466,0.00001713702,0.0001093226,0.1017665,0.02619515,0.3597665],"study_design_scores_gemma":[0.003278376,0.003165831,0.2632538,0.001072787,0.000004164775,0.00003264486,0.003034329,0.0002228098,0.00003154292,0.002597029,0.7230752,0.0002315068],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0185092,0.01137197,0.0001003327,0.9624064,0.00007540222,0.0008387833,0.0000223239,0.0001141629,0.006561409],"genre_scores_gemma":[0.8045907,0.009822869,0.001272405,0.1835446,0.0001306858,0.00003071969,0.00002180568,0.00001868117,0.0005675567],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7860815,"threshold_uncertainty_score":0.996785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4633313841619229,"score_gpt":0.537693519234209,"score_spread":0.07436213507228617,"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."}}