{"id":"W4417200318","doi":"10.1145/3765612.3767787","title":"Investigating Pace of Biological Aging as a Mental and Physical Health Biomarker in Youth with Perinatally-Acquired HIV","year":2025,"lang":"","type":"article","venue":"","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baycrest Hospital","funders":"","keywords":"Pace; Biological age; Metric (unit); Healthy aging; Human immunodeficiency virus (HIV); Biomarker; Mental health; Population","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002048022,0.0004349627,0.0003135118,0.001470954,0.000303516,0.0008501699,0.0003890104,0.0003625474,0.001015882],"category_scores_gemma":[0.00799548,0.0001587159,0.0005229401,0.0009133,0.0001989514,0.0007794433,0.0008678929,0.0006531859,0.000173432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003502726,"about_ca_system_score_gemma":0.0005249768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003684375,"about_ca_topic_score_gemma":0.007325199,"domain_scores_codex":[0.999495,0.0002089258,0.00004566265,0.0001319315,0.00007260884,0.00004584163],"domain_scores_gemma":[0.9971962,0.001225577,0.0008299485,0.0001914849,0.0003687014,0.000187981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001761771,0.00006826408,0.9211536,0.0001008716,0.0001331427,0.0000703247,0.0004207479,0.005544474,0.0006392548,0.001185339,0.0005725364,0.06993526],"study_design_scores_gemma":[0.00002292574,0.0005797476,0.8627599,0.0003124481,0.0003543343,0.0007231368,0.001655231,0.1171718,0.003633021,0.007441218,0.00527073,0.00007547016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9479914,0.001483447,0.04603993,0.0002906366,0.00008905672,0.0001017325,0.001993402,0.0001198987,0.001890557],"genre_scores_gemma":[0.9804207,0.0005333485,0.01764834,0.00007322674,0.00003345168,0.00009375717,0.0007850065,0.00001514745,0.0003969882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003684375,"threshold_uncertainty_score":0.01083106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04860399401582471,"score_gpt":0.3737973639817888,"score_spread":0.325193369965964,"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."}}