{"id":"W7162028536","doi":"10.82308/15485","title":"Is there evidence for brain health as a unified construct relevant to aging with HIV?","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Mental Health Research Topics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Construct (python library); Operationalization; Centrality; Brain aging; Cohort; Mental health; Construct validity; Life course approach","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006858001,0.00035792,0.0007146772,0.002893956,0.00141599,0.003893557,0.001344455,0.001504178,0.003632998],"category_scores_gemma":[0.02816715,0.000471577,0.001069837,0.003189967,0.004558261,0.004781864,0.002989121,0.002509166,0.000246877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002062083,"about_ca_system_score_gemma":0.003477244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0292743,"about_ca_topic_score_gemma":0.0315241,"domain_scores_codex":[0.9972693,0.0009535363,0.0002193956,0.0007990286,0.0003900804,0.0003687077],"domain_scores_gemma":[0.9754953,0.01356328,0.005894037,0.001924538,0.002093163,0.001029578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002334544,0.0001241014,0.8554417,0.00122109,0.0007630862,0.000256709,0.009182233,0.0003117263,0.0002972122,0.02230001,0.002282808,0.1075858],"study_design_scores_gemma":[0.00002394696,0.0002046747,0.9606919,0.001967325,0.0005645459,0.0003536512,0.00985548,0.0008006349,0.0001215985,0.01855347,0.006819322,0.00004357534],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8267941,0.09682573,0.004776777,0.04952098,0.0006168459,0.0001773297,0.001842308,0.00003897494,0.0194071],"genre_scores_gemma":[0.9774645,0.01711085,0.001635703,0.002459894,0.0004532647,0.00007407356,0.0005436189,0.000009109696,0.0002490497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0292743,"threshold_uncertainty_score":0.05820775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2150176028156355,"score_gpt":0.5495231586545005,"score_spread":0.334505555838865,"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."}}