{"id":"W4405281014","doi":"10.1371/journal.ppat.1012739","title":"Polyfunctionality and breadth of HIV-1 antibodies are associated with delayed disease progression","year":2024,"lang":"en","type":"article","venue":"PLoS Pathogens","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Infection and Immunity; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Universiteit van Amsterdam; Amsterdam University Medical Centers; Medical Research Council; Rijksinstituut voor Volksgezondheid en Milieu; National Health and Medical Research Council; Bill and Melinda Gates Foundation","keywords":"Antibody; Immunology; Seroconversion; Neutralization; Disease; Medicine; Immune system; Antigen; Virology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003822263,0.0002180189,0.0002404683,0.0004685217,0.0001554779,0.0005571226,0.0001581004,0.0003173336,0.001349849],"category_scores_gemma":[0.0007404619,0.0001524023,0.0002190524,0.0003152325,0.0001685172,0.0002577048,0.0002573976,0.000557056,0.0001635723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001503855,"about_ca_system_score_gemma":0.00008171873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006135154,"about_ca_topic_score_gemma":0.0005407888,"domain_scores_codex":[0.9997868,0.00003839556,0.00002139871,0.00005840124,0.00004412929,0.00005085813],"domain_scores_gemma":[0.9992303,0.0001472101,0.0003535312,0.00007536782,0.00007733131,0.0001163544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001669276,0.0001073105,0.8185,0.00008696748,0.0001309397,0.0004636956,0.0002335798,0.0002666377,0.1648989,0.00009464948,0.0001159484,0.0134321],"study_design_scores_gemma":[0.000005278474,0.0002731889,0.9934546,0.000005914142,0.0000289772,0.000809825,0.00005082282,0.0001674598,0.004844426,0.00004289051,0.0003124554,0.000004112781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985661,0.0007573985,0.0001615994,0.00001163349,0.000002440643,0.000004613576,0.0001487964,0.000005722904,0.000341644],"genre_scores_gemma":[0.9991027,0.0001805421,0.0001245665,0.0000133954,0.000004491596,0.000005384059,0.0001982187,0.000002303444,0.0003683586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001349849,"threshold_uncertainty_score":0.004515648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01863722018770428,"score_gpt":0.2653624399394617,"score_spread":0.2467252197517575,"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."}}