{"id":"W4386935529","doi":"10.1183/23120541.00091-2023","title":"Clinical characteristics of chylothorax: results from the International Collaborative Effusion database","year":2023,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Lymphatic Disorders and Treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institute for Health and Care Research; European Respiratory Society","keywords":"Medicine; Chylothorax; Thoracentesis; Pleural effusion; Malignancy; Surgery; Etiology; Internal medicine; Database","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":[0.003339324,0.00007441793,0.0002441475,0.0000730599,0.0001327144,0.00009235428,0.0006156745,0.00005255822,0.0003886133],"category_scores_gemma":[0.003573072,0.00004428622,0.00004106176,0.0006374785,0.0002020839,0.00009253195,0.00104161,0.0001788613,0.0005683115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004385546,"about_ca_system_score_gemma":0.000476898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001416506,"about_ca_topic_score_gemma":0.00008947332,"domain_scores_codex":[0.9979402,0.000310622,0.0004283812,0.0003057823,0.0008190524,0.0001959082],"domain_scores_gemma":[0.9968525,0.001839305,0.00009880187,0.000571316,0.0005389595,0.00009915533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.01046415,0.001919498,0.3313373,0.00003062643,0.0007410338,0.0005319134,0.002295524,4.821252e-7,0.001444202,0.001487183,0.5193377,0.1304104],"study_design_scores_gemma":[0.01048991,0.0005342789,0.8756068,0.0003667914,0.00004346106,0.000001934235,0.002099009,0.0009122651,0.0006164002,0.0005479261,0.1086941,0.0000871057],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9482687,0.00005166094,0.000006225398,0.01413301,0.0003664862,0.001355661,0.002228624,0.0000169904,0.03357269],"genre_scores_gemma":[0.9828195,0.0009767174,0.0006862827,0.0002453087,0.0002540052,0.00006819725,0.003543778,0.00001804623,0.01138817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5442695,"threshold_uncertainty_score":0.7304685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2671331903982435,"score_gpt":0.5355341158731878,"score_spread":0.2684009254749443,"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."}}