{"id":"W4312789868","doi":"10.1007/978-3-031-12023-7_20","title":"Lymphatic Interventions","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Lymphatic Disorders and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Chylothorax; Lymphatic system; Medicine; Thoracic duct; Radiology; Interventional radiology; Surgery; Pathology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003470154,0.0001770438,0.0003220264,0.0001202778,0.00006034517,0.000009697344,0.0000559232,0.00007047674,0.1406051],"category_scores_gemma":[0.000007202098,0.0001429141,0.0004661019,0.00001442409,0.00003144528,0.00002517529,0.00007628628,0.00005100065,0.0009282898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001832278,"about_ca_system_score_gemma":0.0001035278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003128773,"about_ca_topic_score_gemma":0.000009755676,"domain_scores_codex":[0.9992101,0.000003673744,0.0002390562,0.0002083697,0.0002337716,0.000104996],"domain_scores_gemma":[0.9994924,0.00001866403,0.00008155673,0.0003040004,0.0000247632,0.00007862227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003771194,0.0004516018,0.000181546,0.0004678744,0.001598145,0.000440835,0.0000524405,3.165854e-7,5.0375e-7,0.9045124,0.03855279,0.0537038],"study_design_scores_gemma":[0.002427889,0.000478494,0.0001324552,0.0004715338,0.001375151,0.000138976,0.00002738341,0.000009925108,0.000001485564,0.02923315,0.9654931,0.0002103938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000164277,0.001710724,0.00004956499,0.0005330102,0.0002010522,0.0003729467,0.00002273032,0.00007547539,0.997018],"genre_scores_gemma":[0.002575711,0.0003645675,0.0002870351,0.0004906842,0.00003723019,0.00003678145,0.0003701666,0.00004951106,0.9957883],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9269404,"threshold_uncertainty_score":0.9998496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0473604858652746,"score_gpt":0.3036674166365883,"score_spread":0.2563069307713137,"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."}}