{"id":"W2320000695","doi":"10.2807/1560-7917.es2014.19.24.20831","title":"The ethics of sharing preliminary research findings during public health emergencies: a case study from the 2009 influenza pandemic","year":2014,"lang":"en","type":"article","venue":"Eurosurveillance","topic":"Disaster Response and Management","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Pandemic; Public health; Government (linguistics); Scientific evidence; Public relations; Medicine; Political science; Coronavirus disease 2019 (COVID-19); Nursing; Pathology; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.02813511,0.0001659329,0.0002773955,0.00009405259,0.003979478,0.00006142836,0.0009030188,0.00009092586,0.00004941257],"category_scores_gemma":[0.005212295,0.0001019596,0.00005692373,0.0005886625,0.0001730689,0.0001049921,0.001281984,0.001767876,0.00008865283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001152546,"about_ca_system_score_gemma":0.0002938624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00425182,"about_ca_topic_score_gemma":0.007513767,"domain_scores_codex":[0.9879395,0.008899036,0.0009000479,0.000482672,0.000814391,0.0009643552],"domain_scores_gemma":[0.9909012,0.007089983,0.0003088545,0.001259265,0.0002942903,0.0001464158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002346867,0.0001268487,0.8354069,0.0001713994,0.00005589985,0.00004367276,0.1549891,0.00001478293,0.0000682877,0.0005502383,0.006828306,0.001509838],"study_design_scores_gemma":[0.001004,0.0004741173,0.7366871,0.000178547,0.000005604385,0.00001137974,0.1200917,0.0001840825,0.0000021198,0.0002758346,0.1409364,0.0001491488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904128,0.0008136177,0.00008905029,0.005585781,0.0004767279,0.001532467,0.00002669932,0.0000808958,0.0009819391],"genre_scores_gemma":[0.995647,0.0003288781,0.00001327954,0.001678978,0.0001953316,0.0001987211,0.000002807181,0.00003373081,0.001901277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1341081,"threshold_uncertainty_score":0.9973172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4137385710265628,"score_gpt":0.5246144303863649,"score_spread":0.1108758593598021,"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."}}