{"id":"W2584652629","doi":"10.2196/publichealth.7051","title":"HIV Trends in the United States: Diagnoses and Estimated Incidence","year":2017,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical diagnosis; Incidence (geometry); Human immunodeficiency virus (HIV); Medicine; Pediatrics; Immunology; Pathology; Mathematics","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":[0.002662465,0.0004844437,0.0003607556,0.003676342,0.0002242561,0.001084068,0.0006307755,0.0004239601,0.001927322],"category_scores_gemma":[0.01340064,0.0003171705,0.000717853,0.003501638,0.0002881847,0.001077845,0.0005594426,0.0009434439,0.0005313638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002137382,"about_ca_system_score_gemma":0.001569657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04570801,"about_ca_topic_score_gemma":0.0289468,"domain_scores_codex":[0.9981359,0.0006560733,0.0003034761,0.0002751314,0.0005543684,0.00007502253],"domain_scores_gemma":[0.9964626,0.0009006741,0.001368936,0.0001637015,0.0009699374,0.0001341505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007063973,0.00008374831,0.9451615,0.0003352397,0.000280627,0.00004911576,0.0001982552,0.004734177,0.00006204871,0.00155968,0.008863854,0.03860107],"study_design_scores_gemma":[0.0000755796,0.00026471,0.9309165,0.001352568,0.0003566635,0.0007205796,0.0007710354,0.03827108,0.0004529136,0.003866241,0.02290245,0.00004966573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6929706,0.04530612,0.04415318,0.006711667,0.0005570301,0.001242267,0.1860546,0.0009220355,0.02208245],"genre_scores_gemma":[0.8994139,0.01725241,0.02047002,0.0006562882,0.0004061483,0.0008413578,0.05920881,0.00006431867,0.001686757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04570801,"threshold_uncertainty_score":0.09088391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08526391627661774,"score_gpt":0.4268640336882412,"score_spread":0.3416001174116234,"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."}}