{"id":"W2984943685","doi":"10.2196/16332","title":"Prospective Evaluation of HIV Testing Technologies in a Clinical Setting: Protocol for Project DETECT","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; Centers for Disease Control and Prevention; National Institutes of Health; Center for AIDS Research, University of Washington; Fred Hutchinson Cancer Research Center","keywords":"Medicine; Seroconversion; Human immunodeficiency virus (HIV); Prospective cohort study; Point-of-care testing; Protocol (science); Window period; Men who have sex with men; Population; Point of care; Test (biology); Public health; Viral load; Family medicine; Immunology; Internal medicine; Syphilis; Pathology; Environmental health; Antibody; Serology; Alternative 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":[0.0732014,0.004633036,0.00374563,0.004460676,0.006510981,0.004111651,0.00409107,0.005079931,0.06996961],"category_scores_gemma":[0.06661111,0.003895165,0.003310967,0.005080237,0.002992422,0.003240759,0.005091082,0.006837454,0.02399689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006774738,"about_ca_system_score_gemma":0.03266738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003091143,"about_ca_topic_score_gemma":0.005964446,"domain_scores_codex":[0.9415288,0.0371496,0.008718968,0.004105392,0.005672967,0.002824322],"domain_scores_gemma":[0.9226111,0.01606952,0.008284093,0.01280224,0.03449067,0.005742379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1376983,0.05418173,0.03266058,0.04525184,0.001450935,0.001873357,0.005548873,0.0122036,0.01020094,0.02951671,0.3116634,0.3577497],"study_design_scores_gemma":[0.1066871,0.04531305,0.06158452,0.01592327,0.0006704743,0.0006810428,0.00332803,0.008956831,0.01051938,0.01561709,0.7299368,0.0007824333],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0009561119,0.00007413211,0.003908664,0.0001694748,0.0001277758,0.989185,0.003425262,0.0001186322,0.002035009],"genre_scores_gemma":[0.0008066299,0.00005346452,0.006965256,0.000119448,0.00002169109,0.9909304,0.0008323657,0.00001154396,0.0002592003],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0732014,"threshold_uncertainty_score":0.3871306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5224389953031009,"score_gpt":0.6742031903773643,"score_spread":0.1517641950742634,"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."}}