{"id":"W4393061797","doi":"10.2196/55559","title":"Development and Pilot-Testing of an Optimized Conversational Agent or “Chatbot” for Peruvian Adolescents Living With HIV to Facilitate Mental Health Screening, Education, Self-Help, and Linkage to Care: Protocol for a Mixed Methods, Community-Engaged Study","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chatbot; Depression (economics); Mental health; Medicine; Service delivery framework; Protocol (science); Human immunodeficiency virus (HIV); Service (business); Psychiatry; Nursing; Psychology; Gerontology; Family medicine; Alternative medicine; World Wide Web; Business; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02109099,0.001608989,0.001175171,0.001015967,0.002248379,0.001175062,0.002221107,0.002027953,0.01272073],"category_scores_gemma":[0.01659623,0.001219622,0.001447498,0.0004730492,0.001382977,0.001131769,0.00178838,0.001913168,0.001702861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001590902,"about_ca_system_score_gemma":0.006561259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001988339,"about_ca_topic_score_gemma":0.003389556,"domain_scores_codex":[0.9910052,0.006531041,0.0007129883,0.0005539635,0.0005551485,0.0006417705],"domain_scores_gemma":[0.9907328,0.004334936,0.0007873201,0.0009607525,0.002245051,0.0009391726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.05993062,0.1954974,0.02261258,0.04152053,0.0007171779,0.003283361,0.05347637,0.005943467,0.05779075,0.006384028,0.02475877,0.5280849],"study_design_scores_gemma":[0.09357223,0.4341714,0.1035013,0.01196538,0.002274174,0.001365352,0.04823837,0.009032751,0.05598334,0.005228717,0.2339079,0.000759083],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1071563,0.0001744684,0.01191994,0.0002528585,0.00008920992,0.8773905,0.0009266748,0.0001449309,0.001945064],"genre_scores_gemma":[0.03124426,0.0002102209,0.02652646,0.0001940509,0.00001787139,0.9406162,0.0003025812,0.00001578986,0.0008725499],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02109099,"threshold_uncertainty_score":0.1115412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5080422979601584,"score_gpt":0.6161802294784654,"score_spread":0.108137931518307,"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."}}