{"id":"W3201640522","doi":"10.1089/aid.2021.0106","title":"Predictive Factors of Detectable Viral Load in HIV-Infected Patients","year":2021,"lang":"en","type":"article","venue":"AIDS Research and Human Retroviruses","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; Université de Montréal; Montreal General Hospital","funders":"","keywords":"Viral load; Medicine; Logistic regression; Ambulatory; Internal medicine; Retrospective cohort study; Stepwise regression; Viremia; Cohort; Akaike information criterion; Immunology; Human immunodeficiency virus (HIV)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000539966,0.0001345463,0.0003607593,0.0005970657,0.0001890509,0.00005519395,0.0001243543,0.000103853,0.001071498],"category_scores_gemma":[0.002353394,0.0001145903,0.0001125585,0.0007177847,0.0004453011,0.0002278176,0.0002291727,0.0006607851,0.00003056473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002298537,"about_ca_system_score_gemma":0.0004045323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001057922,"about_ca_topic_score_gemma":0.0008040281,"domain_scores_codex":[0.9973029,0.0002953423,0.0003650536,0.0003563483,0.001020689,0.0006596974],"domain_scores_gemma":[0.9978454,0.0002379763,0.00004410429,0.0003243926,0.001212932,0.0003352249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002935833,0.000945618,0.9728964,0.0001830408,0.0000817453,0.00004468151,0.0003699556,1.579831e-7,0.01880363,0.0007456098,0.004383039,0.001252534],"study_design_scores_gemma":[0.00262057,0.01574204,0.9200709,0.0003762291,0.00001517526,0.000002741712,0.000717402,0.00001461954,0.05803799,0.0007306297,0.001564863,0.0001068137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861256,0.0003898031,0.00002555356,0.00002853701,0.00001360193,0.0003601839,0.0001243187,0.00002394537,0.01290848],"genre_scores_gemma":[0.9885322,0.0001298502,0.00007070099,0.00001032455,0.00004003544,0.00002924972,0.0001031773,0.00002019797,0.01106427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05282548,"threshold_uncertainty_score":0.9998416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05271696609970366,"score_gpt":0.37469886396637,"score_spread":0.3219818978666663,"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."}}