{"id":"W3037674238","doi":"10.1111/hiv.12885","title":"Predictors of incomplete viral response and virologic failure in patients with acute and early HIV infection. Results of Italian Network of ACuTe HIV InfectiON (INACTION) cohort","year":2020,"lang":"en","type":"article","venue":"HIV Medicine","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"Gilead Sciences","keywords":"Medicine; Interquartile range; Hazard ratio; Viral load; Internal medicine; Confidence interval; Proportional hazards model; Retrospective cohort study; Cohort; Cohort study; Human immunodeficiency virus (HIV); Immunology","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":[0.000322847,0.0001652338,0.0004984934,0.0001496435,0.00006201161,0.000002276537,0.0000527501,0.000145428,0.00004032754],"category_scores_gemma":[0.0001501685,0.0001148332,0.00003022679,0.000298161,0.000582864,0.0001046075,0.00006513476,0.0002404,0.000008533527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000044497,"about_ca_system_score_gemma":0.00004462573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000405744,"about_ca_topic_score_gemma":0.00008972006,"domain_scores_codex":[0.9986173,0.0003357616,0.0004509558,0.0002710385,0.0001000522,0.0002249251],"domain_scores_gemma":[0.999234,0.0001657061,0.0002576197,0.0001611657,0.0001171443,0.00006439359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01796633,0.0001285014,0.9687611,0.00003908056,0.0008486737,0.00001337281,0.0005860833,0.00001274928,0.008561242,0.00001763341,0.002898354,0.000166883],"study_design_scores_gemma":[0.01079361,0.007407457,0.9787117,0.0001195039,0.0002624874,0.00001440074,0.00003109198,0.000007320065,0.001063702,0.00001194539,0.001498738,0.00007802124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997533,0.0001295182,0.00007346594,0.001279278,0.00006986297,0.0005107162,0.0002908159,0.00002022231,0.00009309569],"genre_scores_gemma":[0.9991443,0.0001813292,0.00005210546,0.00003290241,0.00002762987,0.0000193291,0.0004073519,0.000009664362,0.000125408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009950629,"threshold_uncertainty_score":0.4682761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006796256329137195,"score_gpt":0.2206685771925558,"score_spread":0.2138723208634186,"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."}}