{"id":"W2955070248","doi":"10.1159/000500428","title":"Clinical Predictors of Successful and Earlier Removal of Indwelling Pleural Catheters in Benign Pleural Effusions","year":2019,"lang":"en","type":"article","venue":"Respiration","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Alberta","funders":"","keywords":"Medicine; Pleurodesis; Hazard ratio; Odds ratio; Confidence interval; Thoracoscopy; Pleural disease; Surgery; Malignant pleural effusion; Internal medicine; Pleural effusion; Mesothelioma; Gastroenterology; Respiratory disease; Lung; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002633335,0.00008529683,0.0002958231,0.000118328,0.00001659193,0.000004109371,0.00004906626,0.00008538696,0.00004900483],"category_scores_gemma":[0.0001547464,0.00006825197,0.00008475908,0.0001439342,0.00007346655,0.0001197781,0.00003043111,0.0001209319,0.000004670392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001357283,"about_ca_system_score_gemma":0.00006400912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001342978,"about_ca_topic_score_gemma":0.00003846034,"domain_scores_codex":[0.9988938,0.00009343305,0.0005146662,0.0001797811,0.000202034,0.0001162589],"domain_scores_gemma":[0.9993864,0.0001721778,0.0001476583,0.0001563446,0.00005348967,0.00008395989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005995653,0.0001219648,0.982677,0.00011476,0.00001411372,0.00001897704,0.000163834,0.00006983063,0.01213662,0.00003790005,0.00002636493,0.004019039],"study_design_scores_gemma":[0.001196972,0.0006290555,0.9930126,0.0001892285,0.00004490741,0.00002114453,0.0000890277,0.002658261,0.001414002,0.00003325814,0.0006418538,0.0000696634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986623,0.0003113316,0.000004917184,0.000138582,0.0001189355,0.0003051943,0.00001859552,0.000011359,0.0004287811],"genre_scores_gemma":[0.9993724,0.00007501804,0.0001226434,0.00009500569,0.00008525109,0.000002718685,0.0000397205,0.000008317231,0.0001989107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01072262,"threshold_uncertainty_score":0.2783235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02648059686793997,"score_gpt":0.3059427933821381,"score_spread":0.2794621965141982,"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."}}