{"id":"W4309065630","doi":"10.2196/39053","title":"A Key Comprehensive System for Biobehavioral Surveillance of Populations Disproportionately Affected by HIV (National HIV Behavioral Surveillance): Cross-sectional Survey Study","year":2022,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention","keywords":"Men who have sex with men; Respondent; Medicine; Population; Environmental health; Demography; Cross-sectional study; Human immunodeficiency virus (HIV); Public health; Gerontology; Family medicine; Syphilis","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":[0.005674259,0.0005263709,0.0005047269,0.001683915,0.0009063213,0.0007370886,0.001143955,0.0006135371,0.002609503],"category_scores_gemma":[0.004883672,0.0006133816,0.0005116474,0.002524613,0.00022624,0.0007106718,0.001568109,0.0008707768,0.001965777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001832972,"about_ca_system_score_gemma":0.006137301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03850788,"about_ca_topic_score_gemma":0.04037798,"domain_scores_codex":[0.996509,0.001532275,0.0005572808,0.000491671,0.0006256757,0.0002840609],"domain_scores_gemma":[0.9957454,0.0003013352,0.0008889435,0.0004892203,0.001825618,0.0007495252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001909173,0.000493395,0.905185,0.0004798636,0.0002632848,0.0001109023,0.0009536248,0.0002374442,0.000914206,0.0007158762,0.05901486,0.03144053],"study_design_scores_gemma":[0.00006204878,0.0002911394,0.9691232,0.0001864499,0.00006466682,0.0001562799,0.0006326449,0.0005243793,0.0002840149,0.0001026644,0.02855307,0.00001946719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4754777,0.00286703,0.01873518,0.002433654,0.0006416019,0.02751704,0.4536373,0.0005396032,0.01815103],"genre_scores_gemma":[0.5188413,0.003579614,0.03721086,0.004211934,0.000362193,0.06607787,0.3557417,0.0001462081,0.01382829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03850788,"threshold_uncertainty_score":0.07656747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.145781421196659,"score_gpt":0.4291329530741963,"score_spread":0.2833515318775373,"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."}}