{"id":"W2140212776","doi":"10.1186/1743-422x-10-141","title":"Analytical technologies for influenza virus-like particle candidate vaccines: challenges and emerging approaches","year":2013,"lang":"en","type":"review","venue":"Virology Journal","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; National Research Council Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Virology; Biology; Virus-like particle; Virus; Pandemic; Computational biology; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); Recombinant DNA; Disease; Medicine; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009767471,0.0005523298,0.002394019,0.000579283,0.0003692457,0.00006646527,0.0003209162,0.0006801675,0.0000453941],"category_scores_gemma":[0.001185724,0.0003558747,0.0004168219,0.0002030873,0.0004960316,0.0001585207,0.0003832665,0.001566822,0.00005554899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323686,"about_ca_system_score_gemma":0.0002595711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004359286,"about_ca_topic_score_gemma":0.000009644632,"domain_scores_codex":[0.9970335,0.0002072053,0.0009391326,0.0005558099,0.0002964333,0.000967956],"domain_scores_gemma":[0.9982047,0.0004875476,0.0004308835,0.0004489327,0.0001855705,0.0002423355],"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":[0.0001293489,0.00007228716,0.0001574461,0.005738825,0.001622104,0.00007491623,0.0002825862,7.405207e-7,0.000005044953,0.0004536225,0.001002931,0.9904602],"study_design_scores_gemma":[0.00131784,0.0006821761,0.0001554139,0.00156844,0.001723526,0.001325165,0.000670711,0.0001888075,0.00000662222,0.0003993454,0.9916327,0.0003292558],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001242378,0.9957244,0.00003834966,0.001330221,0.0001336685,0.00124536,0.0000208196,0.0001158849,0.0001489085],"genre_scores_gemma":[0.0001059363,0.9980716,0.0006178734,0.0001991307,0.0003369451,0.0004766428,0.000004967631,0.00007101735,0.0001158583],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9906298,"threshold_uncertainty_score":0.9998893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3145295148788663,"score_gpt":0.4365740997200264,"score_spread":0.1220445848411602,"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."}}