{"id":"W2973280764","doi":"10.1016/j.chest.2019.09.007","title":"Early Readmission to Hospital in Patients With Cancer With Malignant Pleural Effusions","year":2019,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Western University","funders":"","keywords":"Medicine; Pleural effusion; Cancer; Intensive care medicine; Lung cancer; Malignant pleural effusion; Internal medicine; Oncology; General surgery","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":[0.0004518983,0.0004542616,0.0007583169,0.0009995364,0.0008328453,0.001557422,0.000512026,0.001069485,0.004272533],"category_scores_gemma":[0.007001597,0.0003500728,0.0007641135,0.001112753,0.0003692204,0.001264991,0.0008081413,0.001638836,0.0004428238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004507648,"about_ca_system_score_gemma":0.000593425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002479062,"about_ca_topic_score_gemma":0.004052368,"domain_scores_codex":[0.9992031,0.0002307647,0.0001124276,0.00006336413,0.0001549399,0.0002353774],"domain_scores_gemma":[0.9954405,0.001279793,0.001786318,0.0001446113,0.0003832752,0.0009655691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001981797,0.0000561696,0.997131,0.00002385974,0.00004422611,0.0009482426,0.0001187852,0.0000314553,0.00007946045,0.00002090566,0.0001942989,0.001153369],"study_design_scores_gemma":[0.00001491193,0.0002066432,0.994893,0.00004625516,0.00005393324,0.003022813,0.001080742,0.0002869862,0.00005667549,0.000083399,0.0002416254,0.00001316426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966787,0.00135531,0.00008664506,0.0003762372,0.0000979949,0.00001057945,0.0002424909,0.000009756794,0.00114223],"genre_scores_gemma":[0.9987831,0.0003706125,0.00006252679,0.0001298021,0.00009796243,0.000006560302,0.000289271,0.000003309819,0.0002568525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004272533,"threshold_uncertainty_score":0.01429302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007522779836172958,"score_gpt":0.232296087181737,"score_spread":0.224773307345564,"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."}}