{"id":"W4400197670","doi":"10.1007/s12070-024-04688-7","title":"Bilateral Chylothorax Following Neck Dissection: A Systematic Review and Proposed Management Algorithm","year":2024,"lang":"en","type":"review","venue":"Indian Journal of Otolaryngology and Head & Neck Surgery","topic":"Lymphatic Disorders and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Otorhinolaryngology; Head and neck surgery; Chylothorax; Algorithm; Neck dissection; Dissection (medical); General surgery; Surgery; Pathology; Computer science; Carcinoma","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":[0.005638766,0.001745693,0.008336981,0.01250713,0.0005883522,0.002847182,0.001686824,0.001843797,0.004901232],"category_scores_gemma":[0.01919566,0.001074761,0.01133833,0.009180235,0.0009954121,0.002790821,0.002025997,0.001507564,0.0003197915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002373077,"about_ca_system_score_gemma":0.008522678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006581698,"about_ca_topic_score_gemma":0.03280638,"domain_scores_codex":[0.9950904,0.000830903,0.002862892,0.0005403315,0.000529729,0.000145765],"domain_scores_gemma":[0.9864852,0.007929845,0.004239871,0.000167587,0.0009840011,0.000193443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00032504,0.00002874045,0.003729671,0.9263581,0.02044006,0.0001861785,0.0002235387,0.0001605927,0.0001846515,0.0003615785,0.001835757,0.04616608],"study_design_scores_gemma":[0.0006998907,0.0002640488,0.009968521,0.7693287,0.1994531,0.001095969,0.0005940042,0.0001886584,0.0001893322,0.000652771,0.01746508,0.00009991138],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007216748,0.9981938,0.0001109183,0.0002231839,0.00006043384,0.0002184118,0.0003517873,0.000004988631,0.0001148469],"genre_scores_gemma":[0.01591122,0.9817638,0.000908002,0.0006948438,0.00007571201,0.0002687377,0.0002721382,0.000003981804,0.000101627],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01250713,"threshold_uncertainty_score":0.02982098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02294663860395841,"score_gpt":0.3231720255048318,"score_spread":0.3002253869008734,"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."}}