{"id":"W2636581712","doi":"10.2147/cmar.s95663","title":"Management of malignant pleural effusion: challenges and solutions","year":2017,"lang":"en","type":"review","venue":"Cancer Management and Research","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":117,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Saskatchewan","funders":"Marie Curie","keywords":"Medicine; Malignant pleural effusion; Intensive care medicine; Pleural effusion; Quality of life (healthcare); Systemic therapy; Cohort; Cancer; Palliative care; Surgery; Internal medicine; Breast cancer","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":[0.0005493511,0.0002501186,0.0009047584,0.0003572266,0.0003407652,0.00003859939,0.0002455816,0.0001051783,0.00009075701],"category_scores_gemma":[0.00000606421,0.0001656833,0.0001670458,0.0001291494,0.000394726,0.00006043571,0.001043027,0.0002715627,0.00001308118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005856853,"about_ca_system_score_gemma":0.00005658355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002793583,"about_ca_topic_score_gemma":0.000006201294,"domain_scores_codex":[0.9980814,0.0001184598,0.000306236,0.0005055202,0.0005335455,0.0004547679],"domain_scores_gemma":[0.9990086,0.00005470933,0.0001177896,0.0005231433,0.00007860147,0.0002171322],"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":[0.00003671607,0.00006836403,0.00001269404,0.1173045,0.0005572354,0.0005040781,0.00002436918,2.031529e-8,9.51509e-8,0.003348303,0.002012364,0.8761313],"study_design_scores_gemma":[0.0003836013,0.0001083544,0.003120596,0.03762883,0.001260434,0.00002449883,0.0001996515,0.000004626543,1.498209e-7,0.000227453,0.9568791,0.0001626879],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005438716,0.9729791,3.974937e-7,0.0008329648,0.0001143644,0.001493583,0.000051662,0.00001688865,0.02445671],"genre_scores_gemma":[0.0001620405,0.9651872,0.00003928145,0.000007818909,0.0001622063,0.0004228741,0.00005003524,0.00002454365,0.03394401],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9548668,"threshold_uncertainty_score":0.675637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4675335113939242,"score_gpt":0.4917667994251016,"score_spread":0.02423328803117736,"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."}}