{"id":"W2029585361","doi":"10.14740/jcs247w","title":"Recurrent Ascites: Think Outside the Box","year":2014,"lang":"en","type":"article","venue":"Journal of Current Surgery","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ascites; Surgery; Exploratory laparotomy; Complication; Abdomen; Acute abdomen; Furosemide; Laparotomy; Paracentesis; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009594311,0.0000990573,0.0002816162,0.0001413672,0.00005871001,0.00002467367,0.00007335612,0.00002764624,0.00007270792],"category_scores_gemma":[0.0001171954,0.00005501345,0.0003521417,0.0001138317,0.00003589904,0.0001546414,0.00000750822,0.0002896556,0.00003701519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002738942,"about_ca_system_score_gemma":0.0001686693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001328401,"about_ca_topic_score_gemma":6.122522e-7,"domain_scores_codex":[0.9987194,0.000124256,0.0004590513,0.00007839681,0.0004709612,0.0001479548],"domain_scores_gemma":[0.9985944,0.0005926903,0.0003196243,0.0001460101,0.0001909265,0.0001563578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002006557,0.001213824,0.5615453,0.001151382,0.001193829,0.0002004757,0.002910738,0.00003162354,0.000677691,0.001417241,0.1234209,0.3042305],"study_design_scores_gemma":[0.002397846,0.0003525114,0.8513289,0.003846452,0.003034947,0.0007577044,0.0003272188,0.000276937,0.002594795,0.002776591,0.1319531,0.0003529761],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807889,0.00793286,0.003355103,0.003055924,0.003958866,0.0001480415,0.000007374804,0.00002231917,0.000730575],"genre_scores_gemma":[0.9966879,0.001744681,0.00003540246,0.0003358386,0.001148407,0.000001327174,0.00001123592,0.000009416481,0.00002578917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3038775,"threshold_uncertainty_score":0.2243384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04041284919660371,"score_gpt":0.3017960099305605,"score_spread":0.2613831607339568,"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."}}