{"id":"W2000496331","doi":"10.4021/gr263w","title":"Management of Esophageal Perforation in Adults","year":2011,"lang":"en","type":"review","venue":"Gastroenterology Research","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":173,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Perforation; Esophagus; Surgery; Mediastinum; Mortality rate; Etiology; 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":[0.001414215,0.0002519703,0.00153396,0.00103746,0.00003437993,0.000003211031,0.0003083623,0.0003904445,0.0002549927],"category_scores_gemma":[0.00002902641,0.000200201,0.0002496033,0.000416685,0.0003615101,0.00003422963,0.0003163806,0.001266302,0.000215249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001078904,"about_ca_system_score_gemma":0.00009884958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002713075,"about_ca_topic_score_gemma":0.00002808899,"domain_scores_codex":[0.9968675,0.0008122055,0.0007506898,0.0005457252,0.0002988472,0.0007250122],"domain_scores_gemma":[0.9989653,0.00006474251,0.0001593734,0.0005370384,0.0001501753,0.0001234012],"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":[0.001324094,0.0007164981,0.03220285,0.06580424,0.0002735734,0.00376602,0.0001904138,1.450547e-7,2.699057e-7,0.0008548253,0.0002967744,0.8945703],"study_design_scores_gemma":[0.02022877,0.02422071,0.3611661,0.1926014,0.002778201,0.005476167,0.0005876913,0.00007333578,0.00000842998,0.0008162331,0.3911625,0.0008804406],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008423686,0.9875358,0.00001217881,0.00003675503,0.0001197427,0.001497344,0.00001874231,0.00001563217,0.002340168],"genre_scores_gemma":[0.006715574,0.9914242,0.0004387769,0.00001921907,0.00008902358,0.0003045868,0.000150396,0.00003648024,0.0008217132],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8936899,"threshold_uncertainty_score":0.8163961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1239585754111033,"score_gpt":0.4283717446511668,"score_spread":0.3044131692400636,"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."}}