{"id":"W1812452043","doi":"10.1093/dote/dox093","title":"Perforated esophageal intervention focus (PERF) study: a multi-center examination of contemporary treatment","year":2017,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary; McGill University","funders":"","keywords":"Medicine; Perforation; Esophageal stent; Surgery; Stent; Esophagus; Retrospective cohort study; Demographics; Etiology; Single Center; General surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001706886,0.0001974984,0.0004747484,0.00009133972,0.0001779835,0.00001677042,0.0003015679,0.00006994494,0.00005593825],"category_scores_gemma":[0.0002239332,0.0001259386,0.0003670909,0.00007414004,0.0002488693,0.0001389915,0.0001536218,0.00008330644,0.0000107349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006320039,"about_ca_system_score_gemma":0.00007229309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002431562,"about_ca_topic_score_gemma":0.00002695925,"domain_scores_codex":[0.9986689,0.0002102537,0.0004387003,0.0002734118,0.00025131,0.0001574005],"domain_scores_gemma":[0.9982347,0.00003910834,0.0005378446,0.0008989138,0.0001868505,0.0001025643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006114593,0.008913949,0.9716547,0.0001127001,0.0002280018,0.000151721,0.0005496115,0.000002224314,0.00009453865,0.00002550586,0.00004349115,0.01761214],"study_design_scores_gemma":[0.01207494,0.0021975,0.976976,0.0001389087,0.0003421798,0.00001358721,0.000288925,0.000412852,0.007444449,0.0000318568,0.000002039905,0.00007676837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787663,0.0192716,0.00002276704,0.0001648173,0.0003012576,0.001128984,0.0001843639,0.00002801887,0.0001319073],"genre_scores_gemma":[0.9986297,0.000019385,0.00003927312,0.00002219089,0.00007727087,0.0000626964,0.00004507575,0.00002087231,0.001083466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01986348,"threshold_uncertainty_score":0.5135628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04561261532862639,"score_gpt":0.3300643981163296,"score_spread":0.2844517827877032,"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."}}