{"id":"W2889438592","doi":"10.14745/ccdr.v40i18a05","title":"Key findings from a national enhanced HIV surveillance system: 2010 - 2012","year":2014,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Hepatitis C; Needle sharing; Heroin; Family medicine; Human immunodeficiency virus (HIV); Public health; Hepatitis; Environmental health; Internal medicine; Psychiatry; Drug; Condom","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002342877,0.0004021017,0.0003003809,0.002592127,0.000729145,0.00114088,0.0008282188,0.0003953637,0.00368532],"category_scores_gemma":[0.007667939,0.0002023221,0.0005308219,0.004556008,0.0001529758,0.0005893001,0.001186425,0.0004633662,0.0008660367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004471153,"about_ca_system_score_gemma":0.008337931,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6317233,"about_ca_topic_score_gemma":0.6906779,"domain_scores_codex":[0.9979424,0.0003492894,0.0003221667,0.0002486455,0.000704881,0.000432662],"domain_scores_gemma":[0.9941953,0.0004931741,0.0008935694,0.0002072252,0.003750802,0.0004598302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002076986,0.00005865558,0.8894117,0.0008311804,0.0001335143,0.00009665138,0.0005424941,0.0003868331,0.0002291025,0.0001540398,0.07402231,0.03392575],"study_design_scores_gemma":[0.00001009167,0.00002681306,0.9920946,0.000123349,0.00004860764,0.00005360013,0.0006666809,0.0002358458,0.0001245211,0.00001712745,0.006592278,0.00000650022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2905333,0.001241489,0.0009796362,0.002126398,0.000122398,0.001001476,0.683578,0.0002511257,0.02016621],"genre_scores_gemma":[0.7067565,0.001764481,0.003914559,0.001683833,0.000118199,0.001206473,0.2775711,0.00004731589,0.006937438],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3682767,"threshold_uncertainty_score":0.7408911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02511913682864372,"score_gpt":0.2858652423680756,"score_spread":0.2607461055394319,"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."}}