{"id":"W4404311251","doi":"10.1186/s12931-024-03023-6","title":"Mortality after treatment of malignant pleural effusions with indwelling pleural catheters versus chemical pleurodesis: a population-based study","year":2024,"lang":"en","type":"article","venue":"Respiratory Research","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Institute of Circulatory and Respiratory Health; Canadian Institutes of Health Research","keywords":"Pleurodesis; Medicine; Malignant pleural effusion; Population; Pleural disease; Surgery; Intensive care medicine; Pleural effusion; Internal medicine; Respiratory disease; Lung","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001361153,0.0002987438,0.0004593607,0.0008492562,0.0004967296,0.0008059146,0.0009516812,0.0007665027,0.0009431994],"category_scores_gemma":[0.005292603,0.0002985775,0.001288632,0.001864652,0.0004449098,0.0007265841,0.000665821,0.0008905729,0.0001654378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001585452,"about_ca_system_score_gemma":0.001375214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03213005,"about_ca_topic_score_gemma":0.0368033,"domain_scores_codex":[0.9981149,0.0004630366,0.0002282299,0.0004741452,0.0004249914,0.0002946225],"domain_scores_gemma":[0.996308,0.0005089547,0.002051015,0.0002192907,0.0004086699,0.00050415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001505088,0.00002854307,0.999136,0.00001990388,0.0001439609,0.00002213556,0.00004418253,0.00002020965,0.00002352084,0.00001038532,0.00007568662,0.0003250013],"study_design_scores_gemma":[0.00001922648,0.000153581,0.9992243,0.00001000947,0.00008016932,0.0001003196,0.0001390292,0.00009765268,0.00001538822,0.00001457657,0.0001414115,0.000004293158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975855,0.0006065234,0.0000947433,0.0001012754,0.00001463512,0.00002032885,0.001238868,0.00000360279,0.0003344851],"genre_scores_gemma":[0.9988503,0.0001612754,0.00005427154,0.00004684316,0.00002227376,0.00002052176,0.0007870922,0.000001687682,0.00005571635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03213005,"threshold_uncertainty_score":0.06388611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1820320464458058,"score_gpt":0.4204146462126206,"score_spread":0.2383825997668148,"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."}}