{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009733336,0.00007639542,0.0001506357,0.00007106606,0.00006083331,0.00000632776,0.00005558889,0.00003013495,0.000377837],"category_scores_gemma":[0.0002295394,0.00003984212,0.00009946983,0.00008710581,0.00002977376,0.00006823833,0.00002275357,0.00006851179,0.00007572121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003961687,"about_ca_system_score_gemma":0.0001303154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003356771,"about_ca_topic_score_gemma":0.000002236467,"domain_scores_codex":[0.9993305,0.00002764901,0.0002116058,0.00008510111,0.0001909345,0.0001542766],"domain_scores_gemma":[0.999317,0.00008242684,0.00008800792,0.00008337243,0.0001361974,0.000293001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008978191,0.0004213334,0.2303948,0.0001070642,0.00008311244,0.0005888269,0.000499527,0.000002849029,0.6681759,0.0009051688,0.004112228,0.09381137],"study_design_scores_gemma":[0.0009728937,0.0004766503,0.9512363,0.0006367479,0.00005558198,0.0004437549,0.0001159587,0.00000536938,0.0334359,0.0007360652,0.0117896,0.00009518533],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919224,0.0001705568,0.0004454788,0.005598025,0.0001332466,0.00009161478,0.00005511469,0.00001213091,0.001571394],"genre_scores_gemma":[0.9975412,0.0001664506,0.0004844723,0.000367648,0.0002579886,0.000003484108,0.000005312955,0.000007909611,0.001165543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7208415,"threshold_uncertainty_score":0.4137051,"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."}}