{"id":"W2319931957","doi":"10.1097/olq.0000000000000121","title":"Surveillance of HIV in the United States and England, Wales, and Northern Ireland","year":2014,"lang":"en","type":"letter","venue":"Sexually Transmitted Diseases","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; New england; Northern ireland; Human immunodeficiency virus (HIV); Family medicine; Optometry; Virology; Demography; Ethnology; Law; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003136454,0.0005263279,0.0009295846,0.0003897394,0.00007093894,0.00004630908,0.0002659946,0.0004240211,0.00002302883],"category_scores_gemma":[0.0001839015,0.0003535113,0.00007834808,0.0004179231,0.0004593102,0.00005219652,0.00002799817,0.001033675,0.000006761786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002459555,"about_ca_system_score_gemma":0.0001360731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000804366,"about_ca_topic_score_gemma":0.001580112,"domain_scores_codex":[0.9971409,0.0005544726,0.0005862469,0.0006142208,0.0006232605,0.00048084],"domain_scores_gemma":[0.9972396,0.001632007,0.0001890191,0.0006166451,0.0001516464,0.0001710093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008553673,0.000407239,0.8501549,0.004477464,0.0004626459,0.001303847,0.01518774,0.00003083591,0.00004189914,0.00001526969,0.1179558,0.009107026],"study_design_scores_gemma":[0.009805395,0.0009570754,0.3909199,0.0008299385,0.001011818,0.0001948963,0.005204957,0.000767167,0.000008524817,0.0003587863,0.5889406,0.001000883],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8732049,0.004010366,0.00004416106,0.120316,0.00005912983,0.0007897907,0.001358319,0.0000723897,0.0001449748],"genre_scores_gemma":[0.8034093,0.003106775,0.00004847729,0.1796199,0.0009789489,0.00007509351,0.01203294,0.0001642915,0.0005642273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4709848,"threshold_uncertainty_score":0.9998917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01820673992758965,"score_gpt":0.2689842373105996,"score_spread":0.25077749738301,"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."}}