{"id":"W2328325116","doi":"10.1136/jclinpath-2014-202545","title":"Predictive significance of absolute lymphocyte count and morphology in adults with a new onset peripheral blood lymphocytosis","year":2014,"lang":"en","type":"article","venue":"Journal of Clinical Pathology","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; McGill University; University of Manitoba; Dalhousie University; Shared Health","funders":"","keywords":"Lymphocytosis; Peripheral blood; Medicine; Lymphocyte; Peripheral; Pathology; Immunology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001437148,0.0003893262,0.0004225471,0.001747466,0.0002516288,0.000670685,0.0003705568,0.0006880393,0.002149945],"category_scores_gemma":[0.01206196,0.0001921753,0.0003680363,0.0007830178,0.0004010981,0.0005361295,0.0005192069,0.000697939,0.0003535158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001472498,"about_ca_system_score_gemma":0.0002731721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004955095,"about_ca_topic_score_gemma":0.0005197074,"domain_scores_codex":[0.9993302,0.0001749549,0.0001165253,0.00009994558,0.000207643,0.00007085168],"domain_scores_gemma":[0.9914561,0.004699702,0.00208273,0.0002208128,0.0007756283,0.0007649597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001183354,0.00001151043,0.9977507,0.00001165721,0.0000090771,0.0002037186,0.00001961044,0.00006791698,0.0002004952,0.000009626376,0.00004996168,0.001547394],"study_design_scores_gemma":[0.000008820269,0.0002142939,0.9951749,0.00002545045,0.00005380836,0.002949616,0.000137131,0.000931373,0.0002518381,0.0000606912,0.000185919,0.000006097602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966845,0.00161479,0.0004121829,0.0001123914,0.00002864265,0.00001808455,0.0001384245,0.00002374577,0.0009672926],"genre_scores_gemma":[0.9990873,0.0002121139,0.0004201503,0.00002056158,0.00003015361,0.000009085585,0.0001328296,0.000002488328,0.00008527621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002149945,"threshold_uncertainty_score":0.007600427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821817786066334,"score_gpt":0.3075118766746225,"score_spread":0.2892936988139592,"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."}}