{"id":"W4410577794","doi":"10.2196/58252","title":"Integrated Behavioral and Biological Surveillance Among People Living With HIV Visiting the Antiretroviral Therapy Centers in India: Protocol for a Cross-Sectional Surveillance","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Life expectancy; Men who have sex with men; Cross-sectional study; Environmental health; Syphilis; Gerontology; Human immunodeficiency virus (HIV); Population; Family medicine","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":[0.03181142,0.002507785,0.002176994,0.003738365,0.003958115,0.002164266,0.003788637,0.002857823,0.0359063],"category_scores_gemma":[0.02098103,0.002021014,0.002793177,0.003411299,0.001267058,0.002091184,0.00282286,0.003599614,0.007818215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005877234,"about_ca_system_score_gemma":0.0265942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01318126,"about_ca_topic_score_gemma":0.01714284,"domain_scores_codex":[0.9854188,0.007459375,0.003335707,0.001004388,0.001392306,0.001389462],"domain_scores_gemma":[0.9798854,0.002830271,0.002369096,0.002337106,0.01101405,0.00156409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.02707187,0.01847244,0.1182808,0.06433369,0.001763821,0.003129493,0.01386919,0.01216642,0.01430074,0.02265215,0.3595634,0.344396],"study_design_scores_gemma":[0.02142471,0.01442693,0.3493783,0.03282851,0.001156813,0.001574783,0.009869014,0.007970933,0.007287215,0.007073995,0.5463598,0.0006489531],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003979297,0.0002557098,0.004211915,0.00038211,0.0001568237,0.9699914,0.01642118,0.0001306974,0.004470837],"genre_scores_gemma":[0.004094417,0.0003518472,0.01199856,0.0003522675,0.00003419227,0.9754548,0.006711725,0.00001190085,0.0009901782],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0359063,"threshold_uncertainty_score":0.1682369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1312618297818025,"score_gpt":0.523893099006698,"score_spread":0.3926312692248956,"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."}}