{"id":"W2155900263","doi":"10.2427/5781","title":"The influenza pandemic and Europe: the social impact and public health response","year":2009,"lang":"en","type":"article","venue":"Italian Journal of Public Health","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Public health; Medicine; Coronavirus disease 2019 (COVID-19); Virology; Environmental health; Internal medicine; Disease; Nursing; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.02116677,0.000213248,0.0005680853,0.000293342,0.001655002,0.0003972758,0.0002838747,0.00006555656,0.00001632992],"category_scores_gemma":[0.006148034,0.0001032926,0.0001234951,0.0006245308,0.0005773097,0.0004197115,0.00008954426,0.001030187,0.000006166038],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005450333,"about_ca_system_score_gemma":0.005653557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006372244,"about_ca_topic_score_gemma":0.00002992806,"domain_scores_codex":[0.9941136,0.002563477,0.0009960212,0.0001959314,0.0009121224,0.001218861],"domain_scores_gemma":[0.9963208,0.0007132544,0.000699804,0.0002677049,0.0007294341,0.001268939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002276307,0.0002906404,0.1077023,0.0001373126,0.0005643175,0.0000944203,0.02706374,6.536824e-7,0.0002166566,0.001365736,0.1206017,0.7396862],"study_design_scores_gemma":[0.001589552,0.002692317,0.6282524,0.00005431329,0.000007325691,0.0008333158,0.00339645,0.000008616616,7.28027e-7,0.0001414206,0.3629481,0.00007549829],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5965276,0.01910754,0.00002836694,0.3837967,0.00006491564,0.000308132,0.0000128913,0.00001750388,0.0001363005],"genre_scores_gemma":[0.9633912,0.005742389,0.00007284072,0.03008093,0.0004950154,0.000003028427,0.000001004255,0.00002273876,0.0001908511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7396107,"threshold_uncertainty_score":0.9999835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.251562076535993,"score_gpt":0.5010989671093736,"score_spread":0.2495368905733806,"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."}}