{"id":"W2127063344","doi":"10.1080/00268970500096616","title":"Malignant pleural effusions in lymphoproliferative disorders","year":2005,"lang":"en","type":"article","venue":"Leukemia & lymphoma/Leukemia and lymphoma","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dartmouth General Hospital; Dalhousie University; University of Saskatchewan","funders":"","keywords":"Lymphoproliferative disorders; Medicine; Hematological disorders; Pleural effusion; Pathology; Dermatology; Immunology; Lymphoma; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002410482,0.0007991809,0.0009987758,0.0004724761,0.0003938044,0.00009995874,0.0003172908,0.0004062318,0.0002742298],"category_scores_gemma":[0.0001270204,0.0006698741,0.0003493431,0.0007715447,0.0004065389,0.00053641,0.0002466878,0.0001628293,0.0002402004],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004723373,"about_ca_system_score_gemma":0.002609373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001772226,"about_ca_topic_score_gemma":0.000809642,"domain_scores_codex":[0.9959443,0.0001592933,0.000921173,0.001118593,0.000647201,0.001209496],"domain_scores_gemma":[0.9979175,0.0002438966,0.0001970587,0.0006675355,0.00009489801,0.0008790662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003997092,0.00144275,0.2337163,0.0004483075,0.0002984546,0.001654629,0.002966489,0.0004150539,0.008823436,0.002841464,0.008868108,0.7345279],"study_design_scores_gemma":[0.02347486,0.0005326292,0.8663182,0.0005790961,0.0002756412,0.002180251,0.0009005996,0.02146154,0.002718939,0.0009294393,0.0793179,0.001310961],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821869,0.003778512,0.00001814823,0.002035263,0.0002235699,0.0008377381,0.00009411186,0.0002831646,0.01054262],"genre_scores_gemma":[0.9881254,0.002061947,0.0005417482,0.003878211,0.0005726843,0.0001965523,0.0002111232,0.0001003646,0.004312002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7332169,"threshold_uncertainty_score":0.9995753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009058763380532296,"score_gpt":0.2403758755130544,"score_spread":0.2313171121325222,"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."}}