{"id":"W2270365003","doi":"10.1128/cvi.00613-15","title":"Standardization of Hemagglutination Inhibition Assay for Influenza Serology Allows for High Reproducibility between Laboratories","year":2016,"lang":"en","type":"article","venue":"Clinical and Vaccine Immunology","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Université Laval; BC Centre for Disease Control; McGill University Health Centre","funders":"Canadian Institutes of Health Research","keywords":"Reproducibility; Titer; Hemagglutination assay; Serology; Medicine; Standardization; Immunology; Virology; Chromatography; Antibody; Chemistry; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07128034,0.001275499,0.001336842,0.002679186,0.001466354,0.002694582,0.001879098,0.001258818,0.0009370427],"category_scores_gemma":[0.06663816,0.0007907833,0.001214673,0.002307861,0.002301805,0.0009971632,0.001780227,0.001074128,0.00101485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018721,"about_ca_system_score_gemma":0.001886633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001567944,"about_ca_topic_score_gemma":0.002407213,"domain_scores_codex":[0.8703213,0.07582333,0.01306545,0.01140059,0.02785175,0.001537461],"domain_scores_gemma":[0.9246836,0.02322177,0.007118744,0.02506704,0.01940188,0.0005069385],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00143009,0.001775689,0.226716,0.001470619,0.001602534,0.0002927053,0.003413602,0.005732117,0.4930645,0.003269853,0.00309438,0.258138],"study_design_scores_gemma":[0.000267295,0.005853342,0.3298539,0.00062528,0.00139208,0.001484217,0.001033502,0.01238586,0.6055232,0.003373305,0.03795935,0.0002486106],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4508266,0.004459194,0.5250123,0.0006127221,0.0007879003,0.004543312,0.001262101,0.001542097,0.01095368],"genre_scores_gemma":[0.6539332,0.0008688968,0.337818,0.0004308634,0.0002678026,0.002595076,0.001974595,0.0003649025,0.001746664],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9287196,"threshold_uncertainty_score":0.3769709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1164811104838434,"score_gpt":0.4482695257531185,"score_spread":0.3317884152692752,"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."}}