{"id":"W1503621190","doi":"10.1111/j.1750-2659.2011.00250.x","title":"Confronting the next pandemic-Workshop on lessons learned from potency testing of pandemic (H1N1) 2009 influenza vaccines and considerations for future potency tests, Ottawa, Canada, July 27-29, 2010","year":2011,"lang":"en","type":"article","venue":"Influenza and Other Respiratory Viruses","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"Potency; Pandemic; Coronavirus disease 2019 (COVID-19); Pandemic influenza; 2019-20 coronavirus outbreak; Virology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); H1n1 pandemic; Medicine; Biology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008214624,0.0005178045,0.0007892246,0.0002012284,0.0007738865,0.00009375356,0.000231159,0.0003043464,0.0001170426],"category_scores_gemma":[0.005190198,0.0003649172,0.0001075235,0.000251616,0.0004483171,0.000270855,0.0001434568,0.0007350591,0.00001003924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008591555,"about_ca_system_score_gemma":0.0008523167,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09323709,"about_ca_topic_score_gemma":0.1331256,"domain_scores_codex":[0.9969049,0.00022952,0.00101962,0.0006799461,0.0004816878,0.0006842949],"domain_scores_gemma":[0.9952003,0.002764954,0.0005158404,0.0006817057,0.0005618136,0.0002753924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000728044,0.0001062252,0.9589782,0.0001513741,0.0003870303,0.00002257317,0.002576383,0.00002108237,0.01088235,0.0004575851,0.009202911,0.01648619],"study_design_scores_gemma":[0.00466685,0.0004836144,0.3056597,0.0006046941,0.0003324696,0.00002295339,0.002770169,0.00003871034,0.001855602,0.00180675,0.6811717,0.0005867943],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701387,0.02583257,0.00001855676,0.0002238869,0.0002992756,0.0012552,0.0005139111,0.0001254335,0.001592501],"genre_scores_gemma":[0.5390678,0.0005415029,0.006230214,0.4490559,0.003219731,0.0007436581,0.000005299496,0.0005435943,0.0005922505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6719688,"threshold_uncertainty_score":0.9998803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.448651151877817,"score_gpt":0.4139527473586236,"score_spread":0.03469840451919343,"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."}}