{"id":"W4200286520","doi":"10.1001/jamainternmed.2021.6775","title":"Management of Malignant Pleural Effusions—The Effusion Strikes Back","year":2021,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Neurology; Psychiatry","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":[0.0005306526,0.0005820675,0.0006250827,0.001063564,0.001037446,0.001982419,0.0005441569,0.002285171,0.006912959],"category_scores_gemma":[0.00520669,0.0002833407,0.000665676,0.0005021641,0.0007189935,0.002653214,0.0009620214,0.00308565,0.006267871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000396257,"about_ca_system_score_gemma":0.0004406266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005217303,"about_ca_topic_score_gemma":0.0009801184,"domain_scores_codex":[0.9994044,0.0001429321,0.00006171412,0.0000430901,0.000211089,0.0001367332],"domain_scores_gemma":[0.9989796,0.0002225211,0.0001298207,0.00006609996,0.0001835679,0.0004184339],"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":[0.000628865,0.000227648,0.03522964,0.0008098732,0.0001358011,0.1115257,0.0007201252,0.0004498871,0.004934578,0.001842253,0.3883099,0.4551857],"study_design_scores_gemma":[0.0001955045,0.0009935638,0.03993499,0.0031748,0.0001594662,0.590123,0.002675633,0.001888994,0.004679703,0.009106105,0.3469447,0.0001235506],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1540642,0.2613133,0.02894275,0.2407573,0.04125436,0.0003736507,0.0005928682,0.002951256,0.2697503],"genre_scores_gemma":[0.8039463,0.07464337,0.009490791,0.03923702,0.03284358,0.0001167909,0.0004896808,0.0003725501,0.03885996],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.006912959,"threshold_uncertainty_score":0.02312613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202002607293479,"score_gpt":0.2821640146206634,"score_spread":0.2601439885477286,"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."}}