{"id":"W1973949104","doi":"10.1007/s11695-011-0442-x","title":"Natural Orifice Surgery: Endoluminal Pouch Reduction Following Failed Vertical Banded Gastroplasty","year":2011,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Medicine; Pouch; Surgery; Weight loss; Dehiscence; Anastomosis; Gastric bypass; Obesity; 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"],"consensus_categories":[],"category_scores_codex":[0.001386962,0.000346719,0.001039416,0.000398163,0.0002471381,0.0000344798,0.00008842491,0.000231991,0.0007592159],"category_scores_gemma":[0.001332562,0.0003117586,0.001048163,0.0006263835,0.0001001699,0.0004021558,0.00005541656,0.0005322274,0.0002256502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001420947,"about_ca_system_score_gemma":0.0003721658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002080458,"about_ca_topic_score_gemma":0.000009807267,"domain_scores_codex":[0.9971415,0.0002566756,0.0006795605,0.0005734235,0.0005637923,0.0007849923],"domain_scores_gemma":[0.9975592,0.00132485,0.0001158598,0.0004956563,0.0001260797,0.0003783657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009521345,0.0004249987,0.9812317,0.00007400718,0.0002296946,0.0007956967,0.0001954739,1.092653e-7,0.002932083,0.00006288238,0.01033832,0.002762862],"study_design_scores_gemma":[0.0004902264,0.00003625716,0.9767874,0.0001372302,0.0003748338,0.0005682213,0.0002704076,0.00002751184,0.01936306,0.00003980995,0.001515297,0.0003897141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916686,0.0002670486,0.0001058089,0.0002804148,0.006112945,0.0002080338,0.000003251051,0.000280722,0.001073154],"genre_scores_gemma":[0.9974837,0.00003960956,0.0004594366,0.0001782058,0.0007032516,0.00001705782,0.0000754003,0.00004330167,0.001000002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01643098,"threshold_uncertainty_score":0.9999334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03518468795158219,"score_gpt":0.2379433343977581,"score_spread":0.2027586464461759,"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."}}