{"id":"W2005062960","doi":"10.1093/ejcts/ezu165","title":"Calculation of individual expected pleural drainage from total body lymph flow: a guide for fast-tracking removal of chest drains","year":2014,"lang":"en","type":"letter","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Drainage; Medicine; Lymph; Radiology; Environmental science; Pathology; Biology","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":[0.003696129,0.0006161957,0.002490786,0.0008071405,0.00009825321,0.00006000552,0.0004027072,0.0002876552,0.00006298388],"category_scores_gemma":[0.001963124,0.0005268626,0.002676049,0.0003337403,0.0002131817,0.0002797979,0.000116221,0.0009447063,0.000008040311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001426319,"about_ca_system_score_gemma":0.0005425729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001658739,"about_ca_topic_score_gemma":3.153921e-7,"domain_scores_codex":[0.9923665,0.002314516,0.002606567,0.0004734097,0.001642261,0.0005967314],"domain_scores_gemma":[0.9934348,0.001760317,0.002750528,0.0006094149,0.001129756,0.0003151905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004212334,0.0003187884,0.009181543,0.002878391,0.005053346,0.05571658,0.001457039,0.0004044152,0.01078621,0.00000230816,0.6905275,0.2194615],"study_design_scores_gemma":[0.002802713,0.0008075781,0.3381647,0.008667537,0.007210568,0.01808806,0.0004757027,0.0004805021,0.002511787,0.00006882696,0.6191848,0.00153722],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9538158,0.007706317,0.004436393,0.02447448,0.002797255,0.0007874455,0.002024001,0.00009733454,0.003860962],"genre_scores_gemma":[0.957153,0.0001359335,0.004031886,0.01331335,0.02042809,0.000006753247,0.00342355,0.0003370121,0.001170481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3289832,"threshold_uncertainty_score":0.9997183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04301654656230608,"score_gpt":0.2878417643524394,"score_spread":0.2448252177901333,"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."}}