{"id":"W4402837433","doi":"10.70270/5tq0xqx","title":"An overview of new data on the relative effectiveness of flu vaccines in vulnerable populations","year":2020,"lang":"en","type":"article","venue":"Mednet","topic":"Hepatitis C virus research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Virology; Bird flu; Biology; Virus; Influenza A virus subtype H5N1","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":[0.0008535896,0.00007088549,0.0002740319,0.00006055125,0.00002421954,0.000003787515,0.0002550722,0.00004120619,0.0003429048],"category_scores_gemma":[0.002015502,0.00004705815,0.00002379293,0.0004695776,0.00002646088,0.0001259953,0.00008777255,0.0002473634,0.00001961639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002583588,"about_ca_system_score_gemma":0.0001484706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002003166,"about_ca_topic_score_gemma":0.0003736043,"domain_scores_codex":[0.9986022,0.000592867,0.0002167119,0.0001900708,0.0002831008,0.0001150315],"domain_scores_gemma":[0.9986789,0.0005082214,0.00005242396,0.0006028454,0.00005857842,0.00009908151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001165261,0.000538143,0.912673,0.001353768,0.0001567547,0.00003955295,0.003864761,0.0004878973,0.02182382,0.02254868,0.01329815,0.02205022],"study_design_scores_gemma":[0.001953048,0.001013201,0.9669855,0.0008577276,0.00005389619,0.000001395954,0.0001057508,0.01073561,0.01150299,0.001901066,0.004790236,0.00009952659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989445,0.001055993,0.0002909738,0.004323534,0.00005011276,0.0009041259,0.0001105114,0.00001706692,0.00380268],"genre_scores_gemma":[0.9990678,0.0001351999,0.0003152542,0.000192452,0.00004701178,0.000009008029,0.0001508673,0.00001237498,0.00007006849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05431256,"threshold_uncertainty_score":0.3754567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4150324276348035,"score_gpt":0.4733446526668146,"score_spread":0.05831222503201111,"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."}}