{"id":"W2323613275","doi":"10.1136/sextrans-2011-050102.31","title":"S8.1 Lessons learnt from global HIV drug resistance initiative: implications for MDR-GC","year":2011,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"HIV drug resistance; Medicine; Human immunodeficiency virus (HIV); Drug resistance; Resistance (ecology); Drug; Accreditation; Virology; Pharmacology; Antiretroviral therapy; Medical education; Viral load; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.006535252,0.0007212833,0.0004537502,0.0005748659,0.001228489,0.002919247,0.001465891,0.006906938,0.03288497],"category_scores_gemma":[0.01549601,0.0002182173,0.000809953,0.0004806256,0.001646462,0.003756124,0.002104077,0.005313369,0.007288114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001815208,"about_ca_system_score_gemma":0.005791638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003629744,"about_ca_topic_score_gemma":0.01260712,"domain_scores_codex":[0.9971835,0.001667536,0.0001379712,0.0001002787,0.0006599014,0.0002507337],"domain_scores_gemma":[0.9900593,0.004240166,0.000410537,0.0002965087,0.00263879,0.002354718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008028112,0.0001537601,0.001118756,0.0007328141,0.00001112462,0.0008121618,0.0008091043,0.0003116758,0.0002922656,0.01060398,0.8240014,0.1610727],"study_design_scores_gemma":[0.0000768009,0.0003674593,0.00195735,0.001574462,0.00002741524,0.0009793477,0.002324348,0.0003697627,0.0005610063,0.01954575,0.9721738,0.00004247954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001533265,0.01064558,0.0009878211,0.9397454,0.02057372,0.00005771581,0.0002322235,0.000159031,0.02606518],"genre_scores_gemma":[0.06721252,0.07559042,0.01254437,0.6560699,0.05339857,0.0003868758,0.0008186295,0.0002742531,0.1337045],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03288497,"threshold_uncertainty_score":0.1100112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04379978904220315,"score_gpt":0.3072426242186427,"score_spread":0.2634428351764395,"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."}}