{"id":"W2022992339","doi":"10.1186/1742-4690-7-s1-i21","title":"Use of new resistance markers to predict virologic response to antiretrovirals","year":2010,"lang":"en","type":"article","venue":"Retrovirology","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Virology; Human immunodeficiency virus (HIV); Immunology; Computational biology; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006826105,0.0002486182,0.000501394,0.000414377,0.0001200467,0.00001532812,0.0004405377,0.0004610533,0.001296985],"category_scores_gemma":[0.002367248,0.0002116642,0.0001263527,0.00037576,0.0003096659,0.00008981038,0.0002253802,0.0005395811,0.003029638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005133537,"about_ca_system_score_gemma":0.0002174313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002709652,"about_ca_topic_score_gemma":0.0004892467,"domain_scores_codex":[0.997514,0.000606937,0.0004080812,0.0005732548,0.00009019052,0.0008075066],"domain_scores_gemma":[0.9979706,0.0007721785,0.0001074236,0.0008390908,0.00008346273,0.0002272539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01685487,0.0001165095,0.04754872,0.000007006048,0.0001441084,0.00004944685,0.0001412254,0.000005883798,0.8647281,0.0002591182,0.06749569,0.002649353],"study_design_scores_gemma":[0.001550508,0.00460173,0.4504073,0.00001263655,0.00003706381,0.00004261437,0.00002066001,6.062033e-7,0.05937432,0.0001007048,0.4836326,0.0002192631],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933567,0.0001970509,0.0001828546,0.004254386,0.0005353809,0.000620089,0.0002630785,0.00008121047,0.0005092651],"genre_scores_gemma":[0.9695917,0.00002352631,0.00211439,0.0008915971,0.00004095889,0.00004286746,0.00005591977,0.00002534404,0.02721367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8053538,"threshold_uncertainty_score":0.999616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02093564039663673,"score_gpt":0.2709260443472401,"score_spread":0.2499904039506034,"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."}}