{"id":"W4210978978","doi":"10.1002/14651858.cd001269.pub6","title":"Vaccines for preventing influenza in healthy adults","year":2018,"lang":"en","type":"review","venue":"Cochrane Database of Systematic Reviews","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":232,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; IWK Health Centre; U.S. Department of Health and Human Services; Svenska Läkaresällskapet; Associazione Italiana per la Ricerca sul Cancro; Biomedical Advanced Research and Development Authority; GlaxoSmithKline; National Health and Medical Research Council; Dalhousie University; Compagnia di San Paolo; Forskningsrådet för Arbetsliv och Socialvetenskap; Vetenskapsrådet","keywords":"Observational study; Medicine; Randomized controlled trial; Vaccination; MEDLINE; Clinical trial; Influenza vaccine; Family medicine; Internal medicine; Immunology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.01009069,0.0009223606,0.01471059,0.0008372525,0.0001040841,0.00002783669,0.0007112498,0.0002870218,0.00007177779],"category_scores_gemma":[0.02773573,0.0005716207,0.001584718,0.0009970046,0.0001186508,0.0001886975,0.0003606892,0.0004913528,0.0003721699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002872212,"about_ca_system_score_gemma":0.0006253713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005086912,"about_ca_topic_score_gemma":0.00004716487,"domain_scores_codex":[0.9883381,0.00152225,0.007597921,0.0009326459,0.0008202432,0.0007888735],"domain_scores_gemma":[0.9896247,0.002676701,0.00401069,0.002641312,0.0008001907,0.000246449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002540916,0.0001617459,0.000006450993,0.9696172,0.0003025073,0.00001387342,0.0001437519,1.697799e-8,4.84237e-7,0.0000283489,0.003334271,0.02613719],"study_design_scores_gemma":[0.001257106,0.0003864453,7.137403e-7,0.632485,0.001692003,0.00005635104,0.00003957073,0.000009520446,6.798489e-7,0.000001984595,0.3638243,0.0002462893],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000755601,0.9569408,0.0000597071,0.00001327827,0.0002389638,0.0418915,0.000667835,0.00003165978,0.0001486454],"genre_scores_gemma":[3.683757e-7,0.9842793,0.003015574,0.0001400697,0.0004221231,0.01126315,0.0006432645,0.0001132452,0.0001228682],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.36049,"threshold_uncertainty_score":0.9999171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3011534734664663,"score_gpt":0.5076741740963322,"score_spread":0.2065207006298659,"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."}}