{"id":"W4245781185","doi":"10.1371/journal.pone.0004505","title":"International Network for Comparison of HIV Neutralization Assays: The NeutNet Report","year":2009,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":119,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; National Institutes of Health; Fundación Para La Innovación Y La Prospectiva En Salud En España; Instituto de Salud Carlos III; Bill and Melinda Gates Foundation; Lunds Universitet; Fonds Wetenschappelijk Onderzoek; Vlaamse regering; Department of Science and Technology, Ministry of Science and Technology, India; Center for AIDS Research, University of Washington; University of Oxford; York University; Styrelsen för Internationellt Utvecklingssamarbete; Vetenskapsrådet; International AIDS Vaccine Initiative","keywords":"Virology; Infectivity; Virus; Neutralization; Peripheral blood mononuclear cell; Biology; In vitro toxicology; Antibody; Molecular biology; In vitro; Immunology; 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":[0.0001540722,0.00005541805,0.0001404374,0.00002245605,0.00008238927,0.00000701124,0.0001254417,0.00005676102,0.0001601055],"category_scores_gemma":[0.00007041514,0.00003839691,0.00004033057,0.00005165331,0.00004511215,0.00003013717,0.00001472412,0.00007881968,0.00007259337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001682375,"about_ca_system_score_gemma":0.00002119252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009712383,"about_ca_topic_score_gemma":0.000009018237,"domain_scores_codex":[0.9994427,0.0000525771,0.0001964919,0.0001057282,0.0000464935,0.0001560244],"domain_scores_gemma":[0.9995387,0.0001022216,0.00009733852,0.0001513658,0.0001002874,0.00001008897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00181928,0.01238186,0.2563415,0.00006038533,0.004367426,0.00002379461,0.001254537,0.0007015048,0.3934959,0.0133157,0.2994981,0.01674003],"study_design_scores_gemma":[0.006078416,0.002665495,0.2323234,0.0002477462,0.0006049658,0.00005783779,0.0002430159,0.001297712,0.5728938,0.002697126,0.1805026,0.0003878868],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9586622,0.002533566,0.004352739,0.01509529,0.0004539801,0.001853955,0.0002837772,0.0001140016,0.01665051],"genre_scores_gemma":[0.9950206,0.00004667158,0.0005793559,0.00007192668,0.00007330454,0.00003315311,0.001352475,0.000004069809,0.002818396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1793979,"threshold_uncertainty_score":0.1753042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06840695590406952,"score_gpt":0.3113247749925481,"score_spread":0.2429178190884786,"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."}}