{"id":"W4295546475","doi":"10.3934/medsci.2022023","title":"Series introduction: HIV/AIDS and mental health","year":2022,"lang":"en","type":"article","venue":"AIMS Medical Science","topic":"HIV/AIDS Impact and Responses","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Human immunodeficiency virus (HIV); Mental health; Series (stratigraphy); Psychology; Medicine; Psychiatry; Virology; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00273904,0.00007136925,0.0001786237,0.0001758974,0.0009771718,0.00005751697,0.0003268039,0.00002077407,0.003856103],"category_scores_gemma":[0.0004935898,0.00006801254,0.00002631769,0.0006709241,0.0007779243,0.0003042228,0.000302065,0.0001637069,0.00007476749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001533372,"about_ca_system_score_gemma":0.0002244038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004387458,"about_ca_topic_score_gemma":0.00000784107,"domain_scores_codex":[0.9987647,0.00002863084,0.000273302,0.000346718,0.0002197091,0.0003669244],"domain_scores_gemma":[0.9993316,0.00002624637,0.00009615839,0.0001669795,0.000007833833,0.0003711618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000838015,0.0001924672,0.0379472,0.00002514766,0.0000168895,0.00001383198,0.00609392,0.0000108022,0.000155145,0.7121923,0.1991579,0.04411062],"study_design_scores_gemma":[0.0003332809,0.000523168,0.006266943,0.000004650132,5.806429e-7,0.0002048941,0.001602176,0.0005695125,0.00005077951,0.006595343,0.9836866,0.0001621119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6338146,0.004546258,0.0007194572,0.3463052,0.003172512,0.000268104,0.0001767735,0.00009303258,0.01090406],"genre_scores_gemma":[0.9853848,0.0004390065,0.0007439958,0.002413987,0.0004071998,0.00001617983,0.000007125243,0.000008240683,0.01057944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7845287,"threshold_uncertainty_score":0.9970545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165187462374879,"score_gpt":0.256579034729639,"score_spread":0.2400602884921511,"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."}}