{"id":"W4289539790","doi":"10.2196/29890","title":"Provider-Initiated HIV Testing in Puerto Rico from Data of the National HIV Behavioral Surveillance–Heterosexual Cycle (NHBS-HET) 2016: National Cross-sectional Survey","year":2022,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention","keywords":"Human immunodeficiency virus (HIV); Psychology; Survey research; Environmental health; Medicine; Virology; Applied psychology","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":[0.0007683109,0.0001655026,0.0001327968,0.0005024232,0.0001806649,0.0002257398,0.000354558,0.0001297656,0.0007513407],"category_scores_gemma":[0.001632944,0.0001326623,0.0002234262,0.0008498285,0.0001128936,0.0001873083,0.0005385661,0.0001952338,0.0001561693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004773035,"about_ca_system_score_gemma":0.0004570547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06955127,"about_ca_topic_score_gemma":0.09569161,"domain_scores_codex":[0.9996144,0.0001766551,0.00003728651,0.00005519214,0.00007009393,0.00004645376],"domain_scores_gemma":[0.9995508,0.00006544232,0.000238435,0.00005408203,0.00006234499,0.00002899695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000369876,0.00001819982,0.9954478,0.00004619969,0.00005108165,0.00004997445,0.00033281,0.0001157405,0.0003123612,0.00003339691,0.0008002969,0.002755106],"study_design_scores_gemma":[0.000004161021,0.00001159036,0.9989101,0.00001254285,0.00001938256,0.00005122008,0.000298652,0.0002012108,0.00006614624,0.00001181957,0.0004114719,0.000001796711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927217,0.0001315598,0.0001458193,0.00008580038,0.000002742422,0.00007922611,0.006109125,0.000005261226,0.0007186946],"genre_scores_gemma":[0.9954845,0.0001511872,0.0002666939,0.00005815237,0.000004400294,0.00009235807,0.003714667,0.000002165491,0.0002258085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06955127,"threshold_uncertainty_score":0.1382929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2447038089203243,"score_gpt":0.4435075522679424,"score_spread":0.1988037433476181,"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."}}