{"id":"W3034007443","doi":"10.1016/j.gie.2020.03.1085","title":"Sa1289 OBESITY POST-PER ORAL ENDOSCOPIC MYOTOMY: HOW BIG A PROBLEM IS IT?","year":2020,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre","funders":"","keywords":"Achalasia; Medicine; Myotomy; Endoscopy; Weight gain; Obesity; Surgery; General surgery; Esophagus; Body weight; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001983388,0.0004541564,0.0007281708,0.0001197591,0.0001346362,0.00005588112,0.0002676731,0.00009681076,0.001046072],"category_scores_gemma":[0.0006877946,0.0003871141,0.0002364039,0.0003322434,0.0002333914,0.000132761,0.0001816806,0.0007045368,0.001065819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007704219,"about_ca_system_score_gemma":0.0003248347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001008939,"about_ca_topic_score_gemma":0.00001900542,"domain_scores_codex":[0.9974361,0.0001470043,0.0003958601,0.0007692492,0.0004186734,0.0008331211],"domain_scores_gemma":[0.9982757,0.0001474164,0.0001669587,0.0004000548,0.0002943113,0.0007155372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001469505,0.0005181318,0.617208,0.0006620223,0.00007544947,0.003499917,0.001438926,0.000003478537,0.3484589,0.0002603587,0.02341258,0.002992704],"study_design_scores_gemma":[0.0311116,0.04759599,0.7599372,0.003444319,0.001404763,0.02882111,0.003264036,0.002060277,0.08434071,0.001073364,0.03464822,0.002298353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8312287,0.000408573,0.01667276,0.1418312,0.0003215102,0.001669791,0.0001779961,0.0006371936,0.00705234],"genre_scores_gemma":[0.8185089,0.00001183526,0.156996,0.02156939,0.0006422043,0.00005447313,0.00007067005,0.00006273572,0.002083742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2641182,"threshold_uncertainty_score":0.9998671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03604240419082087,"score_gpt":0.2774932571429566,"score_spread":0.2414508529521357,"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."}}