{"id":"W2137334501","doi":"10.1097/mcp.0b013e328121447d","title":"Use of tunneled pleural catheters for outpatient treatment of malignant pleural effusions","year":2007,"lang":"en","type":"review","venue":"Current Opinion in Pulmonary Medicine","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"South Health Campus; University of Calgary","funders":"","keywords":"Medicine; Malignant pleural effusion; Pleural effusion; Intensive care medicine; Pleural fluid; 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":[0.0006891825,0.0008367627,0.002361328,0.002158422,0.0002013755,0.0007213964,0.001042501,0.0009383722,0.003651298],"category_scores_gemma":[0.002124705,0.0001977039,0.0007928651,0.001972104,0.0003340088,0.001041889,0.0003013064,0.0007919673,0.001719128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003036159,"about_ca_system_score_gemma":0.0008202998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005140513,"about_ca_topic_score_gemma":0.001020662,"domain_scores_codex":[0.9995172,0.0001257855,0.00008876502,0.00006634487,0.0001750884,0.00002690179],"domain_scores_gemma":[0.9990607,0.0004400644,0.0002696759,0.00002368509,0.0001458924,0.00006000377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001280672,0.00008410974,0.0008698413,0.04868982,0.0002460515,0.001356942,0.00006559588,0.0001984112,0.001185039,0.000374954,0.01659679,0.9302043],"study_design_scores_gemma":[0.0002908485,0.0009282607,0.01875425,0.04153193,0.001735246,0.0584257,0.0002819847,0.0004208785,0.002537662,0.0008400388,0.8741724,0.00008080917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003141378,0.9988706,0.00009800317,0.00007999693,0.0001057714,0.000006612864,0.00001121129,0.000008325471,0.0005052852],"genre_scores_gemma":[0.002226645,0.996903,0.0003057311,0.0001268429,0.0001714735,0.00001347837,0.00003345304,0.000002626015,0.0002168295],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003651298,"threshold_uncertainty_score":0.01221478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3674093247123109,"score_gpt":0.4496202584060038,"score_spread":0.08221093369369298,"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."}}