{"id":"W2033687153","doi":"10.1016/j.puhe.2006.03.004","title":"Influenza-related deaths and hospitalizations in Hong Kong: A subtropical area","year":2006,"lang":"en","type":"article","venue":"Public Health","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Agency of Canada","funders":"","keywords":"Vaccination; Subtropics; Medicine; Pneumonia; Environmental health; Influenza vaccine; Human mortality from H5N1; Population; Excess mortality; Demography; Virology; Coronavirus disease 2019 (COVID-19); Disease; Biology; Infectious disease (medical specialty); Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000563462,0.0001398733,0.0003470124,0.0003821249,0.000175456,0.00005141885,0.00006605854,0.00009411723,0.00006080708],"category_scores_gemma":[0.0008344882,0.0001203951,0.00003620026,0.0007340522,0.0001633485,0.0001703388,0.00008478412,0.0003220218,0.00002295981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003519405,"about_ca_system_score_gemma":0.0006698369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002077668,"about_ca_topic_score_gemma":0.0006529153,"domain_scores_codex":[0.9980588,0.000118156,0.0004788092,0.0002823747,0.0003506801,0.0007111608],"domain_scores_gemma":[0.9991114,0.0001002139,0.00006997268,0.0002215628,0.0001592938,0.0003375224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001562404,0.0002217454,0.9814166,0.0001109424,0.00002402274,0.00002273652,0.0006003507,0.00000537381,0.00002516104,0.01221533,0.002270505,0.003071539],"study_design_scores_gemma":[0.001720651,0.0001777378,0.9624332,0.00006207361,0.00000421932,0.00001654378,0.0001521581,0.0006495116,0.000003920348,0.0004648905,0.03421611,0.00009904548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627854,0.004036755,0.0002213268,0.02687778,0.00004310971,0.0006986162,0.00001272081,0.0001203507,0.005203989],"genre_scores_gemma":[0.9959893,0.0003655561,0.000360809,0.002833702,0.00006174466,0.00005638814,0.0000328153,0.00002102771,0.000278687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03320391,"threshold_uncertainty_score":0.4909571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09905072788686807,"score_gpt":0.3845520093766143,"score_spread":0.2855012814897462,"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."}}