{"id":"W2154341263","doi":"10.1177/1740774511419868","title":"Strategies for successful rapid trials of influenza vaccine","year":2011,"lang":"en","type":"article","venue":"Clinical Trials","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Timeline; Medicine; Expediting; Pandemic; Vaccination; Licensure; Attendance; Seasonal influenza; Family medicine; Influenza vaccine; Coronavirus disease 2019 (COVID-19); Medical emergency; Immunology; Internal medicine; Medical education; Statistics; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.07464047,0.0002778987,0.004935007,0.0002191377,0.00008662527,0.0000270148,0.000303626,0.0003577776,0.001713428],"category_scores_gemma":[0.2275169,0.0001785942,0.001727675,0.0002617931,0.00031084,0.0002288057,0.0001354404,0.0003680469,0.00006715876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002563308,"about_ca_system_score_gemma":0.0006533318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006324773,"about_ca_topic_score_gemma":0.000008242745,"domain_scores_codex":[0.9879631,0.003473987,0.007075222,0.0005001171,0.0004802555,0.0005072502],"domain_scores_gemma":[0.9529697,0.04180114,0.002522472,0.0009912712,0.001304745,0.0004106702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.2260605,0.006577266,0.1450408,0.004168539,0.01578857,0.00009265963,0.002990995,0.000008278956,0.02183214,0.05274385,0.1665446,0.3581518],"study_design_scores_gemma":[0.1515068,0.02242108,0.1264736,0.001328105,0.005636941,0.000012365,0.004650794,0.00009272588,0.06946065,0.05468159,0.5625104,0.00122491],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.908069,0.01720547,0.003396436,0.00207657,0.003681946,0.0179397,0.0009516521,0.0004000765,0.04627916],"genre_scores_gemma":[0.9623997,0.007010873,0.01789051,0.004520939,0.006172693,0.001071984,0.00004857439,0.0001476732,0.00073704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3959658,"threshold_uncertainty_score":0.9991992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.81639291867576,"score_gpt":0.6310064856032012,"score_spread":0.1853864330725589,"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."}}