{"id":"W1860939147","doi":"10.1080/21645515.2015.1032490","title":"Collaborative studies on the development of national reference standards for potency determination of H7N9 influenza vaccine","year":2015,"lang":"en","type":"article","venue":"Human Vaccines & Immunotherapeutics","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"Potency; Radial immunodiffusion; Influenza vaccine; Hemagglutinin (influenza); Virology; Trivalent influenza vaccine; Medicine; Virus; Biology; Immunology; Antibody; In vitro","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1482221,0.001220648,0.0009270046,0.002636442,0.002562918,0.002255504,0.004269076,0.001990837,0.001139734],"category_scores_gemma":[0.06287839,0.000502439,0.001269383,0.00214904,0.001521724,0.001766075,0.004120142,0.002317451,0.0005266264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003383352,"about_ca_system_score_gemma":0.01231797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005596699,"about_ca_topic_score_gemma":0.006150479,"domain_scores_codex":[0.9095185,0.04267806,0.008314853,0.007389152,0.0300891,0.002010261],"domain_scores_gemma":[0.916927,0.01604349,0.005818106,0.01374396,0.04541602,0.002051361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00194269,0.004018105,0.0650594,0.002757699,0.0006466502,0.0005996047,0.00830541,0.008954138,0.3655607,0.0288714,0.01522092,0.4980634],"study_design_scores_gemma":[0.0004263092,0.01112499,0.06157377,0.001231916,0.001038743,0.001226704,0.003885866,0.01405904,0.6930128,0.00674949,0.205412,0.0002583182],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4612832,0.01947211,0.4417925,0.007673717,0.001840889,0.0111136,0.002383217,0.0009904915,0.05345028],"genre_scores_gemma":[0.6363525,0.004297981,0.3442566,0.001602146,0.000224164,0.003545251,0.004538261,0.0001253709,0.005057669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1482221,"threshold_uncertainty_score":0.7838827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2993127682677322,"score_gpt":0.4896106225680891,"score_spread":0.1902978543003569,"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."}}