{"id":"W2539301092","doi":"10.1016/j.chest.2016.08.670","title":"Pathway to Definitive Palliation of Malignant Pleural Effusions","year":2016,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Thoracostomy; Pleurodesis; Chest tube; Malignant pleural effusion; Surgery; Pleural effusion; Palliative care; Insufflation; Pleural disease; Pneumothorax; Respiratory disease; Lung; Internal medicine","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":[0.0003640269,0.0003820453,0.0005708163,0.0008390561,0.001012987,0.002768524,0.0007024415,0.001655785,0.02045284],"category_scores_gemma":[0.002422136,0.0002192551,0.00106966,0.0003125103,0.0003809575,0.001360602,0.001941942,0.003783861,0.005496938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00101917,"about_ca_system_score_gemma":0.003676735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255493,"about_ca_topic_score_gemma":0.003074065,"domain_scores_codex":[0.9995887,0.00007569484,0.00005950503,0.00004924177,0.0001114764,0.0001154527],"domain_scores_gemma":[0.9989277,0.0001512056,0.0001006059,0.00004321845,0.0003146923,0.0004625813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007755699,0.0008376103,0.05583271,0.001041664,0.0002153784,0.03152415,0.0006418415,0.002834099,0.005534276,0.020534,0.2513849,0.6288438],"study_design_scores_gemma":[0.0007004332,0.002387903,0.07532807,0.004728621,0.0003334928,0.1101216,0.002053841,0.01008053,0.007190616,0.09934127,0.6874759,0.0002577503],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1469945,0.08810995,0.0742731,0.3206932,0.009473288,0.001976065,0.005160837,0.002500738,0.3508183],"genre_scores_gemma":[0.696656,0.06305066,0.108365,0.04274386,0.01681784,0.001088003,0.009798191,0.0004676962,0.0610127],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02045284,"threshold_uncertainty_score":0.0684216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03912178371003559,"score_gpt":0.2756915265782651,"score_spread":0.2365697428682295,"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."}}