{"id":"W3096745665","doi":"10.1101/2020.11.06.20225607","title":"Increased CHIP Prevalence Amongst People Living with HIV","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Public Health Agency of Canada","funders":"","keywords":"Medicine; Coronary artery disease; Disease; Human immunodeficiency virus (HIV); Internal medicine; Population; Oncology; Immunology; Environmental health","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007217904,0.0005273923,0.000919126,0.0002300948,0.0001082164,0.0000880806,0.0007781925,0.0003760167,0.001306814],"category_scores_gemma":[0.001744317,0.0004184069,0.0002040616,0.0004769493,0.000199338,0.00007510945,0.001522975,0.002616342,0.0009502402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000426433,"about_ca_system_score_gemma":0.001648771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004366463,"about_ca_topic_score_gemma":0.00007555242,"domain_scores_codex":[0.9962916,0.0002666184,0.0004391787,0.001200709,0.001129215,0.0006726382],"domain_scores_gemma":[0.996901,0.0004343615,0.0002308913,0.001445184,0.0002673334,0.000721238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002911074,0.0001266434,0.9847333,0.004690039,0.0002518519,0.0004783394,0.001238786,0.00001865407,0.002769636,0.00003007518,0.005100438,0.000271082],"study_design_scores_gemma":[0.001201886,0.0002789709,0.9884028,0.003152982,0.000381126,0.0001410381,0.0001511154,0.003147428,0.00145182,0.0000469752,0.001145681,0.0004982146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854382,0.0004388957,0.0008159748,0.005086971,0.0001307598,0.001438105,0.00006548555,0.0003937453,0.006191885],"genre_scores_gemma":[0.9916225,0.0004016318,0.002781241,0.0006114072,0.000755448,0.0002816733,0.0001610454,0.0001546567,0.003230371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006184347,"threshold_uncertainty_score":0.9998276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02298290071587854,"score_gpt":0.279130383812302,"score_spread":0.2561474830964234,"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."}}