{"id":"W4403455883","doi":"10.2196/65124","title":"Establishment, Implementation, Initial Outcomes, and Lessons Learned from Recent HIV Infection Surveillance Using a Rapid Test for Recent Infection Among Persons Newly Diagnosed With HIV in Thailand: Implementation Study","year":2024,"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":"","keywords":"Preprint; Human immunodeficiency virus (HIV); Medicine; Test (biology); Environmental health; Hiv test; Virology; Computer science; Population; Biology; World Wide Web; Health services","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":[0.01293069,0.0003988694,0.0002998492,0.0005234772,0.0006447257,0.001359804,0.0008905423,0.0004570897,0.0005795954],"category_scores_gemma":[0.01990069,0.0003688592,0.0005033934,0.0008101994,0.0007403634,0.001415065,0.001565293,0.001006244,0.00008071779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002353363,"about_ca_system_score_gemma":0.007678254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02639452,"about_ca_topic_score_gemma":0.02690823,"domain_scores_codex":[0.9934957,0.003814668,0.0004917965,0.0003248797,0.0009586987,0.0009142988],"domain_scores_gemma":[0.9857532,0.003233799,0.003974817,0.0006819558,0.002875579,0.003480571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004329492,0.002440483,0.8774906,0.0004958003,0.00008915418,0.0004776145,0.01098039,0.0008982957,0.0004861887,0.0001026248,0.0007809934,0.1053249],"study_design_scores_gemma":[0.0001056783,0.00572549,0.979412,0.0002710925,0.00008214216,0.0002441538,0.01103286,0.001128238,0.0006502307,0.00005476018,0.00124755,0.00004580501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976102,0.0001967074,0.0001962726,0.0005925575,0.00001052007,0.0002941606,0.0001546424,0.00001515541,0.0009297409],"genre_scores_gemma":[0.9984616,0.0003260474,0.0005610294,0.0001231857,0.00001598113,0.000139809,0.0001882151,0.000003245555,0.0001809424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02639452,"threshold_uncertainty_score":0.06838483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09248054160896087,"score_gpt":0.4387114838444051,"score_spread":0.3462309422354442,"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."}}