{"id":"W6961002403","doi":"10.14288/1.0221595","title":"Rates of inappropriate antiretroviral prescription among injection drug users","year":2015,"lang":"en","type":"article","venue":"Open Collections","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical prescription; Antiretroviral therapy; Regimen; Guideline; Viral load; Cohort; Pharmacotherapy; Drug; Prospective cohort study; Human immunodeficiency virus (HIV)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009075471,0.0001580713,0.0002695359,0.00100851,0.0006949668,0.001148175,0.0004659731,0.0004720931,0.002991124],"category_scores_gemma":[0.01035454,0.0002512143,0.0002831937,0.001627497,0.0002923729,0.0003520608,0.0005523855,0.0008748894,0.0003941647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001026747,"about_ca_system_score_gemma":0.001174308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04702264,"about_ca_topic_score_gemma":0.05287941,"domain_scores_codex":[0.9979274,0.0004583029,0.0002538023,0.0002034504,0.0008975587,0.0002595058],"domain_scores_gemma":[0.989526,0.001846289,0.006074859,0.0006253089,0.001049136,0.0008783304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002328916,0.00001579941,0.9970717,0.00001042735,0.00001486894,0.00008690933,0.0001108729,0.00001444359,0.00003217152,0.00002188102,0.0002143305,0.002383171],"study_design_scores_gemma":[0.000003334992,0.00003065719,0.9978297,0.00003035188,0.00001789093,0.001019819,0.0002247687,0.0002258728,0.00007117366,0.00002230131,0.0005182123,0.000005782564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951034,0.0009187489,0.0001502044,0.0002362208,0.00001547762,0.00003337386,0.00098504,0.00001643362,0.002541204],"genre_scores_gemma":[0.9987435,0.0003851257,0.0001045762,0.0001265618,0.00001257311,0.000008854313,0.0003051364,0.000004171324,0.0003095708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04702264,"threshold_uncertainty_score":0.09349787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04583523235642695,"score_gpt":0.3439416424335354,"score_spread":0.2981064100771085,"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."}}