{"id":"W4311194534","doi":"10.1177/17407745221136970","title":"Cognitive screening considerations for psychosocial clinical trials in HIV, aging, and cognition","year":2022,"lang":"en","type":"article","venue":"Clinical Trials","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Christian Studies; University of Regina; Impact; Casey House; McMaster University; University Health Network; University of Toronto","funders":"Canadian HIV Trials Network, Canadian Institutes of Health Research; Institute of Infection and Immunity; Ontario HIV Treatment Network","keywords":"Neurocognitive; Psychosocial; Psychological intervention; Clinical trial; Cognition; Clinical psychology; Medicine; Quality of life (healthcare); Anxiety; Psychiatry; Comorbidity; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.08260098,0.0001663431,0.001861115,0.0001424965,0.0005832295,0.00004415672,0.00008759138,0.0002947955,0.002336171],"category_scores_gemma":[0.1798496,0.0001437283,0.0007052384,0.0001116318,0.0004370997,0.0000619452,0.0001260706,0.0008210689,0.0001576958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002253,"about_ca_system_score_gemma":0.0002618766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001773612,"about_ca_topic_score_gemma":0.00003990291,"domain_scores_codex":[0.9623243,0.03306336,0.003554131,0.0005902587,0.00007659622,0.0003913494],"domain_scores_gemma":[0.7971182,0.2013103,0.001074092,0.0001975331,0.0001755731,0.0001242606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.02643622,0.006251588,0.1176036,0.00005112832,0.005980129,0.0001215303,0.000933827,0.000005087142,0.001955168,0.004480624,0.2476789,0.5885022],"study_design_scores_gemma":[0.3993673,0.01574647,0.1798845,0.0004807242,0.004191536,0.0001657319,0.007227467,0.00009442557,0.002165695,0.08648562,0.3024358,0.00175469],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9053382,0.01039423,0.009837329,0.0260914,0.008518474,0.01801743,0.01856749,0.0002674169,0.002968005],"genre_scores_gemma":[0.9940937,0.0004621819,0.0007213873,0.001151706,0.0005358721,0.001137275,0.001257492,0.00001902134,0.0006213794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5867475,"threshold_uncertainty_score":0.9985758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5656451313797616,"score_gpt":0.5771408213798369,"score_spread":0.01149569000007533,"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."}}