{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002429418,0.00005773253,0.0001386119,0.00002158291,0.0001398825,0.000004241598,0.0001144721,0.00006179066,0.000305345],"category_scores_gemma":[0.00008045459,0.00003950487,0.00004023472,0.00004676367,0.00006136066,0.00005351241,0.00004859617,0.00008158791,0.0001028987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001949726,"about_ca_system_score_gemma":0.00001739412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001684458,"about_ca_topic_score_gemma":0.000009053723,"domain_scores_codex":[0.9993921,0.0000635556,0.0001926701,0.00008228335,0.00004798861,0.0002214237],"domain_scores_gemma":[0.9995142,0.0001244316,0.0001051785,0.0001525466,0.00008795762,0.00001571575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000515782,0.007135135,0.7337824,0.00004579411,0.00295494,0.000002004257,0.001456803,0.00008099478,0.1111261,0.00538428,0.1354565,0.002059192],"study_design_scores_gemma":[0.003613175,0.0009694552,0.1526663,0.0001416549,0.0005723653,0.00004305793,0.000309788,0.0003420575,0.4411632,0.0003267442,0.3995664,0.0002858457],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852948,0.002502522,0.001364897,0.002765815,0.0005187025,0.0008839536,0.0001815118,0.00004788044,0.006439973],"genre_scores_gemma":[0.993733,0.00003868359,0.000504491,0.00003181573,0.0001449307,0.00008193801,0.001407328,0.000006554781,0.00405121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5811161,"threshold_uncertainty_score":0.3343314,"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."}}