{"id":"W2919895140","doi":"10.1159/000496396","title":"Simplified Criteria Using Pleural Fluid Cholesterol and Lactate Dehydrogenase to Distinguish between Exudative and Transudative Pleural Effusions","year":2019,"lang":"en","type":"article","venue":"Respiration","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Charles-Le Moyne; Université de Sherbrooke; Université Laval; Université de Montréal; Hôpital du Sacré-Cœur de Montréal; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"American Thoracic Society","keywords":"Transudate; Medicine; Lactate dehydrogenase; Pleural effusion; Internal medicine; Likelihood ratios in diagnostic testing; Receiver operating characteristic; Gastroenterology; Pleural fluid; Cohort; Enzyme; Biochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0001075058,0.0001800623,0.0002841054,0.00009832044,0.000136825,0.00005614659,0.00004151816,0.00005674023,0.00005220477],"category_scores_gemma":[0.0001498756,0.0001515049,0.00004039302,0.0001460267,0.00004961612,0.0002400426,0.00004719592,0.00009489624,0.00001724316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003513088,"about_ca_system_score_gemma":0.00003713154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001048194,"about_ca_topic_score_gemma":0.00002246818,"domain_scores_codex":[0.998925,0.00009625374,0.0002551731,0.000340539,0.0001666785,0.0002163967],"domain_scores_gemma":[0.99929,0.0001317805,0.00006472502,0.0001476508,0.00007878005,0.0002869981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007836408,0.00006562361,0.254535,0.0001908335,0.00005907112,0.00003174521,0.001778114,0.00002358479,0.7335236,0.0000396944,0.00009591755,0.008873198],"study_design_scores_gemma":[0.002047309,0.0008590972,0.9706643,0.0002553174,0.0002118243,0.0000446514,0.0002752232,0.006097345,0.01775381,0.0001079595,0.001369735,0.0003134869],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979463,0.00009031892,0.0001050861,0.0006239507,0.00005007816,0.0007477348,0.0002203023,0.00004552937,0.0001706678],"genre_scores_gemma":[0.9985327,0.000007490557,0.000224067,0.0006437941,0.0001778839,0.00001301243,0.0002304833,0.00001946993,0.0001511738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7161293,"threshold_uncertainty_score":0.617819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05168169183223423,"score_gpt":0.3384451506652009,"score_spread":0.2867634588329667,"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."}}