{"id":"W2176878819","doi":"10.1177/096721090000800402","title":"Recurrent Varices after Surgery (REVAS), a Consensus Document","year":2000,"lang":"en","type":"article","venue":"Cardiovascular Surgery","topic":"Diagnosis and Treatment of Venous Diseases","field":"Medicine","cited_by":228,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Varices; General surgery; Surgery; Internal medicine; Cirrhosis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000781758,0.0003470137,0.001274653,0.0002169801,0.00009339463,0.00006104949,0.00005492393,0.0001053254,0.002770346],"category_scores_gemma":[0.000155291,0.000291297,0.003847435,0.0003070885,0.0001025517,0.00008169404,0.00002449712,0.0001202978,0.0007427441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001237794,"about_ca_system_score_gemma":0.0002721155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007702562,"about_ca_topic_score_gemma":0.000001911279,"domain_scores_codex":[0.9973726,0.0002072998,0.0004943868,0.0005921898,0.0007899466,0.0005435867],"domain_scores_gemma":[0.9977582,0.0007164399,0.00006074095,0.0009532981,0.0001148732,0.0003964923],"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":[0.0008872068,0.005624212,0.1196402,0.0005044066,0.01009579,0.009024356,0.00006790574,0.0000287171,0.000001509798,0.00001338861,0.05479017,0.7993221],"study_design_scores_gemma":[0.001433383,0.0002233641,0.3834071,0.00104349,0.004958343,0.0006714246,0.00003707892,0.000008500317,0.0002269692,0.0000790773,0.6072081,0.0007031316],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8633599,0.1316779,0.000005691377,0.0004304134,0.0005474984,0.0004285237,0.00002729141,0.0001683253,0.003354436],"genre_scores_gemma":[0.9827801,0.0151331,0.00008026275,0.0005283352,0.0003813748,0.0003618041,0.000113908,0.00005574756,0.0005653476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.798619,"threshold_uncertainty_score":0.9999539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01912622968393566,"score_gpt":0.2380069585846789,"score_spread":0.2188807289007432,"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."}}