{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002930238,0.0007330956,0.0009772279,0.003415102,0.0001886359,0.001695935,0.0004756244,0.000860473,0.001308755],"category_scores_gemma":[0.006858466,0.0002954128,0.0004392921,0.0008990557,0.0002438501,0.0008969325,0.0003029073,0.001355538,0.0009303852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004532609,"about_ca_system_score_gemma":0.0001895531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006075962,"about_ca_topic_score_gemma":0.0009259317,"domain_scores_codex":[0.9983039,0.0006661266,0.000199411,0.0002236718,0.0005311169,0.00007576378],"domain_scores_gemma":[0.9947932,0.002587422,0.001241877,0.0002833999,0.0008443202,0.0002496653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001205004,0.000374259,0.7072007,0.000294283,0.0004499656,0.0002281261,0.0001528232,0.009690644,0.02050875,0.0007118074,0.002516663,0.256667],"study_design_scores_gemma":[0.0001834286,0.002778403,0.7709194,0.0005242726,0.0005328828,0.002795805,0.0003204524,0.1626464,0.03239297,0.004280329,0.0224266,0.0001989529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8973963,0.02814474,0.04386601,0.002429804,0.0006654759,0.0003806045,0.003485043,0.001722327,0.02190963],"genre_scores_gemma":[0.9715708,0.002636242,0.02175841,0.0004137165,0.000304544,0.0001009677,0.001209166,0.00005967087,0.001946413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003415102,"threshold_uncertainty_score":0.01549679,"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."}}