{"id":"W2767788676","doi":"10.1097/qad.0000000000001689","title":"Temporal trends of transmitted HIV drug resistance in a multinational seroconversion cohort","year":2017,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"European Commission","keywords":"Seroconversion; Multinational corporation; Cohort; Human immunodeficiency virus (HIV); Medicine; Virology; Drug resistance; HIV drug resistance; Antiretroviral drug; Cohort study; Internal medicine; Antiretroviral therapy; Biology; Viral load; Business; Microbiology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001698825,0.00009512119,0.0002210797,0.0001657289,0.00007446131,0.000007533375,0.000088414,0.00004091618,0.0001631027],"category_scores_gemma":[0.0000289462,0.00008029941,0.00006104629,0.0001004277,0.00006279963,0.00009634306,0.00001676383,0.00006950658,0.00002173539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006360026,"about_ca_system_score_gemma":0.00006353491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003727113,"about_ca_topic_score_gemma":0.0001198326,"domain_scores_codex":[0.9992509,0.00001837044,0.0002051738,0.0001696281,0.0002336731,0.0001222642],"domain_scores_gemma":[0.9995405,0.00002609029,0.00009064707,0.0002376799,0.00005246199,0.00005260545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001790874,0.000189383,0.9912814,0.00003309319,0.00005102956,0.00004823134,0.0007579937,1.591838e-7,0.0001918862,0.0002506208,0.004281768,0.002735309],"study_design_scores_gemma":[0.004232669,0.00001938703,0.9726061,0.0001634172,0.00004981753,0.000001878343,0.00006316854,0.00006468884,0.00419526,0.00008564033,0.01843168,0.00008633151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770902,0.00008121035,0.00002768152,0.006249695,0.0000458387,0.0001627209,0.000009766434,0.00001784017,0.01631499],"genre_scores_gemma":[0.8725667,0.00001364767,0.004804444,0.00002913444,0.00001665339,0.00001713912,0.0000913503,0.00000766527,0.1224532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1061383,"threshold_uncertainty_score":0.3274515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080957169034322,"score_gpt":0.2685975401087677,"score_spread":0.2577879684184245,"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."}}