{"id":"W4401892651","doi":"10.1080/15381501.2024.2385988","title":"“They need people to actually show up in their lives:” deploying community health workers to improve mental health and substance use outcomes among PLWH","year":2023,"lang":"en","type":"article","venue":"Journal of HIV/AIDS & Social Services","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"inVentiv Health Clinical","funders":"","keywords":"Mental health; Harm reduction; Syndemic; Substance use; Psychological intervention; Human immunodeficiency virus (HIV); Qualitative research; Medicine; Harm; Health care; Community health workers; Substance abuse; Psychology; Nursing; Psychiatry; Environmental health; Health services; Family medicine; Population; Sociology; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.002005312,0.0002430899,0.0008917236,0.000627613,0.0006698945,0.0001675403,0.0003781719,0.00007280052,0.0000275705],"category_scores_gemma":[0.0001872257,0.000195126,0.000273898,0.0009361072,0.00004534031,0.0005906401,0.0001981521,0.0009353256,0.0000127678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005030717,"about_ca_system_score_gemma":0.0003908023,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01405222,"about_ca_topic_score_gemma":0.2207455,"domain_scores_codex":[0.996963,0.0006354828,0.0008725755,0.0001996483,0.0006026252,0.0007267134],"domain_scores_gemma":[0.9978167,0.0003313153,0.0004093022,0.0002221436,0.0002081621,0.001012396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006867023,0.0002850602,0.7183477,0.0004597364,0.0002316459,0.00001493187,0.2540519,0.000005687837,0.0005210342,0.00002560933,0.01016642,0.01520352],"study_design_scores_gemma":[0.002083484,0.00398239,0.7195913,0.001519804,0.00001874943,0.00001307371,0.2714703,0.000136543,0.00004217423,0.00008915106,0.0008738245,0.0001792566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834493,0.0003456825,0.00006993477,0.01507672,0.0001482482,0.0006860314,0.0001252302,0.00004803923,0.00005081108],"genre_scores_gemma":[0.9948829,0.0003503349,0.0006155294,0.002619067,0.0001447719,0.00001734046,0.00003903655,0.0000451978,0.001285843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2066933,"threshold_uncertainty_score":0.9925133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03594791644796282,"score_gpt":0.3525826888740347,"score_spread":0.3166347724260719,"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."}}