{"id":"W2061068381","doi":"10.1111/j.1468-1293.2009.00804.x","title":"Increasing HIV transmission through male homosexual and heterosexual contact in Australia: results from an extended back‐projection approach","year":2010,"lang":"en","type":"article","venue":"HIV Medicine","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Medicine; Transmission (telecommunications); Demography; Men who have sex with men; Human immunodeficiency virus (HIV); Heterosexuality; Incidence (geometry); Back projection; Male Homosexuality; Anal intercourse; Immunology; Environmental health; Homosexuality; Gender studies; Syphilis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001045898,0.0004682768,0.0008925158,0.000265213,0.000131209,0.00003142925,0.0001829996,0.0004495206,0.0004970653],"category_scores_gemma":[0.0004854161,0.0003646586,0.000045396,0.0004095158,0.0003574077,0.0004771508,0.00004665034,0.001311212,0.00006423925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008722628,"about_ca_system_score_gemma":0.00009354615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005673777,"about_ca_topic_score_gemma":0.0005803797,"domain_scores_codex":[0.9965007,0.000289628,0.0009169398,0.001051958,0.0006505,0.0005902281],"domain_scores_gemma":[0.9981421,0.0003180359,0.000203983,0.0007337375,0.0000976545,0.0005044823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01117805,0.002050377,0.06811886,0.000365806,0.0001346917,0.0005711006,0.09428164,0.000008340811,0.7682268,0.0001652672,0.006957466,0.0479416],"study_design_scores_gemma":[0.0982281,0.008206775,0.7269744,0.001998401,0.0007940053,0.004989736,0.1018765,0.01276862,0.01083404,0.000727709,0.03047427,0.002127381],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885154,0.0001391377,0.001069483,0.002189484,0.0004049589,0.0008792701,0.0001138839,0.0001290112,0.006559356],"genre_scores_gemma":[0.9809667,0.00007039446,0.01249404,0.0003629226,0.001237717,0.00002543619,0.001645708,0.000071322,0.003125787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7573928,"threshold_uncertainty_score":0.9998806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07541546840085803,"score_gpt":0.3665565960794349,"score_spread":0.2911411276785768,"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."}}