{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3139449,0.002621579,0.001657923,0.002556537,0.001858986,0.006489416,0.004557714,0.005968043,0.0227924],"category_scores_gemma":[0.2315351,0.001627308,0.002074326,0.001224007,0.004167105,0.009089976,0.01025618,0.01169035,0.009468864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004368249,"about_ca_system_score_gemma":0.02525241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009012862,"about_ca_topic_score_gemma":0.001743791,"domain_scores_codex":[0.8029585,0.1660584,0.008418688,0.005231716,0.01399255,0.003340154],"domain_scores_gemma":[0.7803502,0.1197929,0.02056885,0.026527,0.03186854,0.02089256],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.005962331,0.005180883,0.008653489,0.007508891,0.000987696,0.0007004514,0.003599004,0.006589753,0.00759936,0.1143273,0.134039,0.7048518],"study_design_scores_gemma":[0.01696526,0.03054721,0.01155771,0.008452485,0.0007565373,0.001158594,0.002058303,0.007333009,0.008201424,0.1709401,0.7416956,0.000333853],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02133067,0.02006575,0.5477189,0.2700471,0.01058123,0.07761699,0.001440891,0.003279031,0.04791952],"genre_scores_gemma":[0.07906754,0.005711327,0.7727632,0.04626753,0.004645682,0.08361217,0.0006871416,0.0004164432,0.006828998],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6860551,"threshold_uncertainty_score":0.8460281,"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."}}