{"id":"W2139205343","doi":"10.1086/430706","title":"Accuracy, Precision, and Consistency of Expert HIV Type 1 Genotype Interpretation: An International Comparison (The GUESS Study)","year":2005,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of British Columbia","funders":"National Institute of Allergy and Infectious Diseases; National Institute of General Medical Sciences","keywords":"Interpretation (philosophy); Medicine; Genotype; Consistency (knowledge bases); Human immunodeficiency virus (HIV); Statistics; Family medicine; Genetics; Artificial intelligence; Mathematics; Computer science; Biology; Gene","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":[0.04611143,0.0008637622,0.0007839316,0.002820096,0.0005646822,0.002070158,0.001241004,0.001927585,0.00203297],"category_scores_gemma":[0.1049519,0.0006275303,0.001772362,0.001093995,0.002137309,0.002592207,0.002257398,0.001002033,0.0008991744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005642175,"about_ca_system_score_gemma":0.000328443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008817855,"about_ca_topic_score_gemma":0.0008579064,"domain_scores_codex":[0.9739038,0.0161922,0.002235144,0.003929573,0.003241614,0.0004978026],"domain_scores_gemma":[0.8440444,0.1006785,0.01697289,0.0209996,0.01557884,0.001725706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008533313,0.0003649458,0.9185852,0.0005000172,0.004489743,0.0001928893,0.005273788,0.002907667,0.00204223,0.0009213275,0.002779296,0.05340953],"study_design_scores_gemma":[0.0008147013,0.004976003,0.9596074,0.0005051866,0.002341506,0.002315825,0.002183287,0.0163999,0.004272458,0.001821535,0.004523296,0.0002389427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985134,0.001968159,0.007094358,0.0002531477,0.000224359,0.0001772433,0.0007455914,0.0001032321,0.004300016],"genre_scores_gemma":[0.9962238,0.0002083085,0.00243428,0.0000912298,0.00007282122,0.00006898862,0.0005602069,0.00004831828,0.0002919841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04611143,"threshold_uncertainty_score":0.2438635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05234632993567892,"score_gpt":0.4211726924881763,"score_spread":0.3688263625524975,"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."}}