{"id":"W2996432105","doi":"10.14745/ccdr.v45i12a02","title":"Improving national surveillance of new HIV diagnoses","year":2019,"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":"Public health; Human immunodeficiency virus (HIV); Medicine; Public health surveillance; Agency (philosophy); Medical diagnosis; Family medicine; HIV diagnosis; Hiv test; Environmental health; Population; Antiretroviral therapy; Pathology; Health services; Health facility; Sociology","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":[0.01801722,0.0004287593,0.0006994235,0.00472746,0.001138653,0.001960342,0.002806927,0.0006603795,0.00544471],"category_scores_gemma":[0.03693349,0.000505195,0.0007485602,0.003780943,0.0004182862,0.002536742,0.003224465,0.001946422,0.001311407],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007259155,"about_ca_system_score_gemma":0.02006129,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5310515,"about_ca_topic_score_gemma":0.5314481,"domain_scores_codex":[0.9901313,0.002853931,0.001350702,0.001214462,0.003310908,0.001138734],"domain_scores_gemma":[0.9598274,0.00435586,0.003561387,0.002281088,0.02608701,0.003887377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001419033,0.0001225046,0.4893644,0.00187733,0.0002847174,0.000142696,0.002662641,0.001050935,0.0008603298,0.003106907,0.2373945,0.262991],"study_design_scores_gemma":[0.00008570222,0.0001755272,0.758232,0.004565272,0.0002047167,0.0004253095,0.004035759,0.003552524,0.001308971,0.001877312,0.2254349,0.0001020085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3932877,0.04235849,0.04450262,0.07090154,0.005554054,0.004148702,0.2683421,0.004143569,0.1667612],"genre_scores_gemma":[0.7006155,0.02564172,0.06122736,0.01990317,0.001432265,0.003099239,0.1764397,0.000380567,0.01126049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9927409,"threshold_uncertainty_score":0.9434204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03124990370218876,"score_gpt":0.3089219795073034,"score_spread":0.2776720758051147,"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."}}