{"id":"W4367188916","doi":"10.1089/aid.2022.0188","title":"Current HIV/SIV Reservoir Assays for Preclinical and Clinical Applications: Recommendations from the Experts 2022 NIAID Workshop Summary","year":2023,"lang":"en","type":"article","venue":"AIDS Research and Human Retroviruses","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Institute of Allergy and Infectious Diseases","keywords":"Human immunodeficiency virus (HIV); Clinical trial; Protocol (science); Medicine; Clinical research; Decision aids; Intensive care medicine; Immunology; Medical physics; Pathology; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003273626,0.0001882741,0.0003368357,0.0002217974,0.001900946,0.0001620997,0.0004922709,0.0002340861,0.0004509238],"category_scores_gemma":[0.001834907,0.0001301776,0.0001263147,0.0004013142,0.001329267,0.0001445538,0.0006905452,0.0009709716,0.0005753246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000550128,"about_ca_system_score_gemma":0.000158666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001853823,"about_ca_topic_score_gemma":0.0005538571,"domain_scores_codex":[0.9964841,0.001236767,0.0005361133,0.0007319106,0.0001807128,0.0008304063],"domain_scores_gemma":[0.986616,0.01221904,0.00007572449,0.0006758185,0.0002404936,0.0001729028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004045045,0.0004770033,0.252679,0.00002375563,0.0003490906,0.000003748557,0.0002243409,7.602537e-8,0.0005214567,0.003313853,0.6524571,0.08954599],"study_design_scores_gemma":[0.002201905,0.00122642,0.09016348,0.00008883839,0.00003590697,0.000002289295,0.001242522,0.000002251105,0.0001752228,0.008333222,0.8963619,0.0001660653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9343543,0.04349891,0.000245311,0.01256411,0.0004713556,0.004197219,0.003539982,0.000268333,0.0008604584],"genre_scores_gemma":[0.9216913,0.04824112,0.0003359148,0.0002473337,0.0008296883,0.004583523,0.007295922,0.00007109915,0.01670411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2439047,"threshold_uncertainty_score":0.9993985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2274114347165321,"score_gpt":0.4871198432780351,"score_spread":0.259708408561503,"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."}}