{"id":"W2147947123","doi":"10.1371/journal.pone.0036438","title":"International Network for Comparison of HIV Neutralization Assays: The NeutNet Report II","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":138,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Instituto de Salud Carlos III; Lunds Universitet; Universiteit van Amsterdam; Department of Science and Technology, Ministry of Science and Technology, India; University of Oxford; York University; Instituut voor Tropische Geneeskunde; Broad Institute; Bill and Melinda Gates Foundation","keywords":"Virology; Polyclonal antibodies; Antibody; Peripheral blood mononuclear cell; Biology; Neutralization; Virus; Monoclonal antibody; Infectivity; Molecular biology; Immunology; In vitro; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06281169,0.001833287,0.001487272,0.0121055,0.001312095,0.00419578,0.003978771,0.001741142,0.02752989],"category_scores_gemma":[0.05001752,0.00112522,0.001192609,0.01242021,0.0009922415,0.002421369,0.006373072,0.001769174,0.01345077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003001008,"about_ca_system_score_gemma":0.01028011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006493746,"about_ca_topic_score_gemma":0.005045087,"domain_scores_codex":[0.9559988,0.01659918,0.006231418,0.003067038,0.01602971,0.002073829],"domain_scores_gemma":[0.9218524,0.01223786,0.01142101,0.0195455,0.03044372,0.004499528],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.006686539,0.001493908,0.14058,0.004341659,0.001049425,0.0004798302,0.001073564,0.002719219,0.0129835,0.02175131,0.4424037,0.3644374],"study_design_scores_gemma":[0.001002585,0.001628634,0.1528336,0.002568944,0.0006911254,0.0009044551,0.0006863365,0.005043198,0.009721658,0.005815293,0.8189527,0.0001513677],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.0629956,0.01317125,0.136931,0.006474557,0.004885148,0.02032243,0.4477426,0.008185446,0.299292],"genre_scores_gemma":[0.1301479,0.004901721,0.224623,0.002063258,0.000688833,0.02761003,0.5485016,0.002442671,0.05902103],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9371883,"threshold_uncertainty_score":0.3321839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08365182552148118,"score_gpt":0.3137032659085306,"score_spread":0.2300514403870494,"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."}}