{"id":"W7009578234","doi":"","title":"Estimating the prevalence of ex-injecting drug use in","year":2009,"lang":"en","type":"article","venue":"Bristol Research (University of Bristol)","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Drug; MEDLINE; Epidemiology; Disease; Sample (material); Population; Estimation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008405024,0.0002690663,0.0002339261,0.0007478818,0.0003457545,0.0004592262,0.0004490476,0.0006133933,0.00172528],"category_scores_gemma":[0.004489857,0.0004752152,0.0003360723,0.0004788693,0.0001866234,0.0005964499,0.0003503155,0.0005168437,0.0005219074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005194702,"about_ca_system_score_gemma":0.0002530958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04002287,"about_ca_topic_score_gemma":0.05748986,"domain_scores_codex":[0.999464,0.0002422677,0.0000587038,0.0001054541,0.00007697228,0.00005266337],"domain_scores_gemma":[0.9983284,0.0006843396,0.0004326875,0.0001585774,0.0002289738,0.0001670444],"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":[0.0001083917,0.0001136661,0.990679,0.00002583465,0.00005889966,0.00005754123,0.0002970091,0.0005104211,0.0006711552,0.00008574608,0.0002265728,0.007165645],"study_design_scores_gemma":[0.00001083124,0.0002235656,0.993893,0.00001137892,0.00003015997,0.0001805497,0.0003274201,0.00467195,0.0002571558,0.0000827737,0.0003026642,0.000008593615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.997815,0.0001214366,0.0008798671,0.00005575263,0.000003731355,0.00002772082,0.0006158857,0.000009334908,0.0004712269],"genre_scores_gemma":[0.9960945,0.000139886,0.002022599,0.00003159307,0.000008109963,0.0000354659,0.000847458,0.00000255186,0.0008178628],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9982747,"threshold_uncertainty_score":0.07957983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1150079812709955,"score_gpt":0.3802497816249645,"score_spread":0.265241800353969,"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."}}