{"id":"W4380272620","doi":"10.14740/gr1627","title":"Trends in Hospitalizations of Esophageal Varices From 2011 to 2018: A United States Nationwide Study","year":2023,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Varices; Esophageal varices; Cirrhosis; Internal medicine; Gastroenterology; Portal hypertension","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":[0.0003823724,0.000272764,0.0003266173,0.00147791,0.0003681003,0.0006041474,0.0004426155,0.0003978494,0.001567477],"category_scores_gemma":[0.001144303,0.0002584161,0.0005877438,0.002817879,0.0001454849,0.0007345225,0.0005813706,0.0006669718,0.0004058687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008530656,"about_ca_system_score_gemma":0.0007887081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04843222,"about_ca_topic_score_gemma":0.0632012,"domain_scores_codex":[0.9994904,0.00005997556,0.0001116185,0.0001255665,0.0001118987,0.0001005446],"domain_scores_gemma":[0.9985954,0.000071468,0.0007656488,0.0000526561,0.0003029006,0.0002118737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002519409,0.00001798474,0.9979463,0.00002823431,0.00004828293,0.00003100188,0.00003723831,0.00003266064,0.00003320888,0.00001474748,0.00122601,0.0005590743],"study_design_scores_gemma":[0.000002204214,0.00001482753,0.999069,0.00001799637,0.00002053113,0.0001016665,0.0001648989,0.0001104567,0.00001366466,0.000007790597,0.0004744151,0.000002534694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468217,0.001168016,0.0001018454,0.0004070518,0.00003867986,0.00003377249,0.04931862,0.00003439018,0.00207593],"genre_scores_gemma":[0.9700342,0.00077927,0.0001417869,0.0002091255,0.00003210972,0.00005471569,0.02825397,0.000008761567,0.0004860209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04843222,"threshold_uncertainty_score":0.09630066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0535419924515418,"score_gpt":0.382028083056797,"score_spread":0.3284860906052552,"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."}}