{"id":"W2008556317","doi":"10.1378/chest.1113597","title":"The Impact of Tunneled Pleural Catheters on the Quality of Life of Patients With Malignant Pleural Effusions","year":2011,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Malignant pleural effusion; Malignancy; Quality of life (healthcare); Pleural disease; Pleural effusion; Palliative care; Surgery; Radiology; Intensive care medicine; Respiratory disease; Internal medicine; Lung","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":[0.0005516231,0.0001843712,0.0003181557,0.0003167079,0.0003452483,0.0009226073,0.0002315396,0.0005219125,0.001488179],"category_scores_gemma":[0.008409481,0.0001022556,0.0007828336,0.0005624587,0.0003402147,0.0006477751,0.0004840063,0.000848755,0.0001156091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003680298,"about_ca_system_score_gemma":0.0003314979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001155085,"about_ca_topic_score_gemma":0.001617092,"domain_scores_codex":[0.9992858,0.0003522742,0.00007441501,0.00004268195,0.0001215259,0.0001233977],"domain_scores_gemma":[0.9952396,0.001570255,0.001755194,0.0001137613,0.0003911222,0.0009300089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001165122,0.0002227685,0.9854365,0.00007397334,0.0003430332,0.0003634472,0.000259124,0.0003307631,0.0003280571,0.0000898555,0.0002419986,0.01114527],"study_design_scores_gemma":[0.00003061314,0.0007459355,0.9974904,0.00002740821,0.00010625,0.0004609072,0.0003958061,0.0003530254,0.00005578246,0.00009357675,0.0002287873,0.00001146301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978787,0.001090944,0.00003831416,0.0002331069,0.00001603287,0.00000361902,0.0001252256,0.00000132393,0.0006127568],"genre_scores_gemma":[0.999634,0.000177664,0.00002574252,0.000039765,0.00001283194,0.000001984552,0.00007062797,4.255166e-7,0.00003683716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001488179,"threshold_uncertainty_score":0.004978478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06791923164017968,"score_gpt":0.2961620171706139,"score_spread":0.2282427855304342,"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."}}