{"id":"W2999550215","doi":"10.1503/cmaj.191024","title":"Incidental lymphopenia and mortality: a prospective cohort study","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prospective cohort study; Medicine; Cohort; Cohort study; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00126669,0.0001249521,0.0002949093,0.0001244826,0.0002197313,0.00009473585,0.0001083658,0.0001870626,0.00207788],"category_scores_gemma":[0.002502696,0.0001160067,0.00007432731,0.0002846853,0.00005339666,0.0001170431,0.00003564767,0.0005238446,0.00008803116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001246535,"about_ca_system_score_gemma":0.002754347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008444402,"about_ca_topic_score_gemma":0.004625496,"domain_scores_codex":[0.9973563,0.0001569256,0.0003838734,0.0002273442,0.001554248,0.0003213417],"domain_scores_gemma":[0.9961852,0.00004852796,0.0001511642,0.00007946125,0.0003028173,0.003232872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003875168,0.0000538964,0.9817218,0.0000104747,0.0006188901,0.002463162,0.0007054095,4.566236e-8,0.000005541523,0.00001647975,0.01235436,0.002011187],"study_design_scores_gemma":[0.002236067,0.0001556738,0.990102,0.00003083064,0.0002478487,0.0003617546,0.001249094,0.0001434308,0.000008526156,0.00002671382,0.005325385,0.0001126682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848361,0.0001123872,0.000005617178,0.01126074,0.0002216566,0.0006779131,0.00001463045,0.00002743847,0.002843529],"genre_scores_gemma":[0.9863454,0.00002542117,0.00004236626,0.01250002,0.0009708151,0.00002891493,0.000005468869,0.00001676141,0.00006488624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008380205,"threshold_uncertainty_score":0.9988344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009001513283705938,"score_gpt":0.257393540779657,"score_spread":0.248392027495951,"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."}}