{"id":"W4404058897","doi":"10.3390/curroncol31110507","title":"Malignant Pleural Effusion: Diagnosis and Treatment—Up-to-Date Perspective","year":2024,"lang":"en","type":"review","venue":"Current Oncology","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Malignant pleural effusion; Pleural effusion; Lung cancer; Pleural fluid; Effusion; Intensive care medicine; Cancer; Radiology; Pathology; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008545385,0.0006789102,0.001378649,0.001805522,0.0003177825,0.001413489,0.0007702792,0.001320964,0.004860512],"category_scores_gemma":[0.003151385,0.0002462439,0.0008771218,0.001324061,0.0005105106,0.00188544,0.0005513705,0.002014768,0.001496879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006430157,"about_ca_system_score_gemma":0.001487923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009503781,"about_ca_topic_score_gemma":0.002078304,"domain_scores_codex":[0.9995412,0.0001101861,0.00009383301,0.00008061019,0.0001402596,0.00003407782],"domain_scores_gemma":[0.9984002,0.001008563,0.0001824597,0.00003013896,0.0003152573,0.00006343832],"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":[0.0001107279,0.00007230129,0.0005238447,0.03666335,0.0002042802,0.0004767946,0.0001075623,0.0003843023,0.0006359963,0.003400761,0.0377803,0.9196398],"study_design_scores_gemma":[0.00002317423,0.0001242067,0.001531664,0.03386325,0.0005242424,0.00475949,0.0002135025,0.0001706755,0.0003265001,0.003800264,0.9546276,0.00003542212],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000819439,0.9982771,0.00006947191,0.0007298972,0.0002665099,0.000002461124,0.00001562487,0.000003592297,0.0005533868],"genre_scores_gemma":[0.0009513705,0.9977542,0.0001432841,0.0004073898,0.0005520138,0.000003289671,0.00002514941,0.000001273371,0.0001620282],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004860512,"threshold_uncertainty_score":0.01626009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2592866815250202,"score_gpt":0.4890362997596339,"score_spread":0.2297496182346138,"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."}}