{"id":"W4320062507","doi":"10.2196/43394","title":"Risk and Protective Profile of Men Who Have Sex With Men Using Mobile Voluntary HIV Counseling and Testing: Latent Class Analysis","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention","keywords":"Latent class model; Human immunodeficiency virus (HIV); Men who have sex with men; Voluntary counseling and testing; Class (philosophy); Medicine; Psychology; Environmental health; Family medicine; Computer science; Health services; Population","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":[0.002181787,0.0002741558,0.0002864015,0.001597213,0.0007001124,0.001282977,0.0004116071,0.0004379199,0.003807551],"category_scores_gemma":[0.004892878,0.0001743206,0.00117862,0.0007609867,0.0004975369,0.0006063667,0.0009143457,0.0007186459,0.0003346647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004570876,"about_ca_system_score_gemma":0.0005166469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006369232,"about_ca_topic_score_gemma":0.003899348,"domain_scores_codex":[0.9991859,0.0003136621,0.00005186565,0.00016453,0.0001182863,0.0001658207],"domain_scores_gemma":[0.9977187,0.0007184258,0.0008001094,0.0002930875,0.000170874,0.0002988553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001514374,0.0001076455,0.995514,0.000008225734,0.00007263419,0.00001973601,0.0002883041,0.000194455,0.0001222215,0.0001813022,0.0001376037,0.003202397],"study_design_scores_gemma":[0.00001220432,0.0001880732,0.9849257,0.00002465681,0.00007427442,0.00009904867,0.00107408,0.01253556,0.0001102608,0.0006503711,0.0002912247,0.00001459834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997884,0.00008081225,0.001075903,0.0001182474,0.000008371297,0.00003319664,0.0003811193,0.000008983215,0.000409484],"genre_scores_gemma":[0.9993937,0.00002238365,0.0002259041,0.000007529503,0.000005494054,0.00001816573,0.0002166132,0.000001846559,0.0001084012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006369232,"threshold_uncertainty_score":0.01273751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03671994447056973,"score_gpt":0.340225462034715,"score_spread":0.3035055175641453,"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."}}