{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001192748,0.0002996473,0.0003656942,0.0001339061,0.0004829729,0.00002820884,0.0001250016,0.0001313004,0.0003755752],"category_scores_gemma":[0.00006670762,0.0002806464,0.0001900617,0.0005862989,0.0001281612,0.0001776412,0.00001691542,0.0002121806,0.0001755184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002380879,"about_ca_system_score_gemma":0.0004055622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009401231,"about_ca_topic_score_gemma":0.001978623,"domain_scores_codex":[0.9984102,0.00006500923,0.0004305837,0.0005198452,0.0001607437,0.0004135865],"domain_scores_gemma":[0.9987612,0.000197448,0.0001011975,0.0004364775,0.000262943,0.0002407839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001289815,0.01121528,0.5609286,0.0003416316,0.00559896,0.00006262252,0.02940652,0.00001411823,0.003142469,0.1352168,0.2306075,0.02217571],"study_design_scores_gemma":[0.006928743,0.0002020309,0.6905116,0.0002049051,0.00135329,0.00003158639,0.001105831,0.00003586453,0.002142198,0.02790293,0.2688254,0.0007554992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3593318,0.001361726,0.3038487,0.1291756,0.001101274,0.005772603,0.004785827,0.002068352,0.1925541],"genre_scores_gemma":[0.9504361,0.0001432579,0.02286675,0.0007156216,0.0001675992,0.001069089,0.001279854,0.00006157883,0.02326014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5911043,"threshold_uncertainty_score":0.9999646,"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."}}