{"id":"W2983395638","doi":"10.12968/indn.2019.11.20","title":"Influenza vaccinations: Ten years on from swine flu","year":2019,"lang":"en","type":"article","venue":"Independent Nurse","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Medicine; Vaccination; Flu season; Virology; Pediatrics; Family 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002332127,0.0002003527,0.000340553,0.0002883622,0.00006755274,0.00003885938,0.0002126912,0.0001466946,0.002377923],"category_scores_gemma":[0.0003306843,0.0001737574,0.0001168359,0.000235062,0.00003537423,0.0001501985,0.00008552675,0.0005071241,0.009789893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002455159,"about_ca_system_score_gemma":0.0001169879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002388897,"about_ca_topic_score_gemma":0.00001915265,"domain_scores_codex":[0.9978262,0.00005439819,0.0003035352,0.0004152562,0.0009879939,0.0004125891],"domain_scores_gemma":[0.9987237,0.0001700006,0.00007695353,0.0006648039,0.0001926068,0.0001719631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002960981,0.001636812,0.8654432,0.0001179791,0.001182204,0.0005678352,0.003756034,0.0002659906,0.02873806,0.002661762,0.03628938,0.05637981],"study_design_scores_gemma":[0.00499422,0.0005035545,0.9123868,0.0001813548,0.0000660154,0.000007582916,0.0006111314,0.000111459,0.003047719,0.0004680308,0.07739063,0.0002314834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721434,0.0005794109,0.00000458952,0.0007858123,0.0004379189,0.000820883,0.00005498463,0.0001291204,0.02504387],"genre_scores_gemma":[0.9901888,0.00004858914,0.0001894952,0.003235724,0.0003331537,0.0000601775,0.00003609539,0.00004573205,0.005862252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05614832,"threshold_uncertainty_score":0.998534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04375727826316338,"score_gpt":0.3696016143576084,"score_spread":0.325844336094445,"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."}}