{"id":"W2513862655","doi":"10.1056/nejm-jw.na42059","title":"Live Attenuated Flu Vaccine Offers No Extra Community Benefit","year":2016,"lang":"en","type":"article","venue":"Journal watch","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Attenuated vaccine; Live attenuated influenza vaccine; Herd immunity; Influenza vaccine; Virology; Immunology; Immunity; Clinical trial; Vaccination; Virulence; Immune system; Biology; Internal medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001076609,0.0002051957,0.0004358744,0.0001177389,0.0006282818,0.00004019787,0.0002736644,0.0001057872,0.001696712],"category_scores_gemma":[0.001286681,0.0001111813,0.0001707594,0.0001542513,0.00008668664,0.0002031433,0.000189415,0.001191431,0.00177094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004534818,"about_ca_system_score_gemma":0.0001080382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001975567,"about_ca_topic_score_gemma":0.00005291576,"domain_scores_codex":[0.9980233,0.0002020216,0.000432162,0.0001374533,0.0006322509,0.0005728332],"domain_scores_gemma":[0.9975412,0.0004110877,0.0001398151,0.0004356769,0.001092212,0.000379958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.004706511,0.001060646,0.2562192,0.000241126,0.0018398,0.000938158,0.004970128,0.000006023344,0.2781925,0.00008039879,0.393908,0.05783751],"study_design_scores_gemma":[0.0191684,0.003848789,0.6947199,0.002140747,0.0003614855,0.001728263,0.001521942,0.00006527738,0.01857386,0.002349174,0.2547929,0.0007292787],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9636616,0.0004632207,0.00004475695,0.03224144,0.0002529722,0.000239149,0.00001899512,0.00005500397,0.003022922],"genre_scores_gemma":[0.969694,0.004212484,0.000547178,0.00177042,0.0009520166,0.00001352202,0.000004388874,0.00005194819,0.02275404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4385007,"threshold_uncertainty_score":0.9992159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08937174395724655,"score_gpt":0.366518499485476,"score_spread":0.2771467555282294,"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."}}