EUS-guided hepaticogastrostomy (EUS-HGS) is an effective biliary drainage technique for patients with altered anatomy or duodenal strictures. EUS-guided hepaticojejunostomy (EUS-HJS) can be used to create a fistula between the left hepatic duct and the jejunum in patients with a history of total gastrectomy. No specific data on this technique have been published. The aim of this study was to assess the feasibility and safety of EUS-HJS in patients with a history of total gastrectomy.
Methods
This retrospective multicenter study included all adult patients who underwent EUS-HJS at 3 tertiary French centers and 1 tertiary Swiss center between May 2011 and February 2023. The primary outcome was clinical success, which was defined as the disappearance of pruritus, jaundice, and/or cholangitis. An improvement in bilirubin >30% within the first week and/or bilirubin normalization within 1 month after the procedure were also considered indicators of clinical success. Secondary outcomes were technical success, rate of adverse events, need for endoscopic revision, possibility of resuming anticancer treatment, median survival, and technical differences compared with EUS-HGS.
Results
Twenty-one patients with history of complete gastrectomy who underwent EUS-HJS were included. Technical success was achieved in 100% of patients (95% confidence interval [CI], 85-100). Clinical success was achieved in 80% of patients (95% CI, 58-92). The incidence of recorded adverse events was 33% (95% CI, 17-55), with cholangitis being the most frequent adverse event. Seven patients (39%) were able to benefit from anticancer treatment after the procedure. Median survival time was 6 months (interquartile range, 1.5-12).
Conclusions
EUS-HJS is an effective and feasible procedure for patients whose anatomy has been altered by total gastrectomy.
{"title":"EUS-guided hepaticojejunostomy in patients with history of total gastrectomy: a multicenter retrospective feasibility study (with video)","authors":"Daniele Balducci MD , Jean-Philippe Ratone MD , Marion Schaefer MD , Sébastien Godat MD , Enrique Perez-Cuadrado-Robles MD , Solene Hoibian MD , Yanis Dahel MD , Meddy Dalex MD , Jean-Baptiste Chevaux MD , Fabrice Caillol MD , Marc Giovannini MD","doi":"10.1016/j.gie.2024.07.011","DOIUrl":"10.1016/j.gie.2024.07.011","url":null,"abstract":"<div><h3>Background and Aims</h3><div>EUS-guided hepaticogastrostomy (EUS-HGS) is an effective biliary drainage technique for patients with altered anatomy or duodenal strictures. EUS-guided hepaticojejunostomy (EUS-HJS) can be used to create a fistula between the left hepatic duct and the jejunum in patients with a history of total gastrectomy. No specific data on this technique have been published. The aim of this study was to assess the feasibility and safety of EUS-HJS in patients with a history of total gastrectomy.</div></div><div><h3>Methods</h3><div>This retrospective multicenter study included all adult patients who underwent EUS-HJS at 3 tertiary French centers and 1 tertiary Swiss center between May 2011 and February 2023. The primary outcome was clinical success, which was defined as the disappearance of pruritus, jaundice, and/or cholangitis. An improvement in bilirubin >30% within the first week and/or bilirubin normalization within 1 month after the procedure were also considered indicators of clinical success. Secondary outcomes were technical success, rate of adverse events, need for endoscopic revision, possibility of resuming anticancer treatment, median survival, and technical differences compared with EUS-HGS.</div></div><div><h3>Results</h3><div>Twenty-one patients with history of complete gastrectomy who underwent EUS-HJS were included. Technical success was achieved in 100% of patients (95% confidence interval [CI], 85-100). Clinical success was achieved in 80% of patients (95% CI, 58-92). The incidence of recorded adverse events was 33% (95% CI, 17-55), with cholangitis being the most frequent adverse event. Seven patients (39%) were able to benefit from anticancer treatment after the procedure. Median survival time was 6 months (interquartile range, 1.5-12).</div></div><div><h3>Conclusions</h3><div>EUS-HJS is an effective and feasible procedure for patients whose anatomy has been altered by total gastrectomy.</div></div>","PeriodicalId":12542,"journal":{"name":"Gastrointestinal endoscopy","volume":"101 1","pages":"Pages 117-122"},"PeriodicalIF":6.7,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141747916","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01DOI: 10.1016/j.gie.2024.09.025
Enrique Vazquez-Sequeiros MD, PhD
{"title":"Dedicated devices for performance of EUS-guided gastroenterostomy: Are they really needed?","authors":"Enrique Vazquez-Sequeiros MD, PhD","doi":"10.1016/j.gie.2024.09.025","DOIUrl":"10.1016/j.gie.2024.09.025","url":null,"abstract":"","PeriodicalId":12542,"journal":{"name":"Gastrointestinal endoscopy","volume":"101 1","pages":"Pages 200-201"},"PeriodicalIF":6.7,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142863841","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01DOI: 10.1016/j.gie.2024.08.006
Xiongjian Wu PhD, Lixing Huang MD
{"title":"A little confusion about statistical methods and could we believe the results of overfitted logistic regression models?","authors":"Xiongjian Wu PhD, Lixing Huang MD","doi":"10.1016/j.gie.2024.08.006","DOIUrl":"10.1016/j.gie.2024.08.006","url":null,"abstract":"","PeriodicalId":12542,"journal":{"name":"Gastrointestinal endoscopy","volume":"101 1","pages":"Page 225"},"PeriodicalIF":6.7,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142863872","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01DOI: 10.1016/j.gie.2024.09.015
David Uihwan Lee MD, Andrew Canakis DO, Raymond E. Kim MD
{"title":"Response","authors":"David Uihwan Lee MD, Andrew Canakis DO, Raymond E. Kim MD","doi":"10.1016/j.gie.2024.09.015","DOIUrl":"10.1016/j.gie.2024.09.015","url":null,"abstract":"","PeriodicalId":12542,"journal":{"name":"Gastrointestinal endoscopy","volume":"101 1","pages":"Pages 225-226"},"PeriodicalIF":6.7,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142863957","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01DOI: 10.1016/j.gie.2024.08.035
Yara Sarkis MD , Sarah Stainko FNP , Anthony Perkins MSc , Mohammad A. Al-Haddad MD, MSc , John M. DeWitt MD
Background and Aims
Treatment of Zenker’s diverticulum (ZD) has evolved from flexible endoscopic septotomy (FES) to peroral endoscopic myotomy for ZD (Z-POEM). In this study, we compare the efficacy and safety of flexible endoscopic needle-knife septotomy (FENKS) and Z-POEM for symptomatic ZD.
Methods
Consecutive patients at a single institution who underwent endoscopic ZD treatment by FENKS or Z-POEM were identified. Demographics, clinical characteristics, procedure technique, technical and clinical success, and adverse events (AEs) within 30 days were reviewed and compared between the 2 groups. AEs were classified by the AGREE classification. Baseline and postprocedure Dakkak and Bennett (DB) scores were reported at 6, 12, and 24 months. Clinical success (DB score ≤1) was assessed by per-protocol (PP) and intention-to-treat analyses (ITT).
Results
Sixty patients (55% men; mean age, 72 ± 12 years) underwent FENKS (n = 21) or Z-POEM (n = 39) between 2016 and 2023. Baseline clinical characteristics were similar, and overall technical success was 98.3%. Clinical success by PP and ITT analyses at 6, 12, and 24 months after each intervention were similar between both groups. The FENKS group had a higher prevalence (29% vs 5%, P = .018) and severity (P = .032) of AEs and were more likely to be hospitalized after treatment (71% vs 33%, P = .007). During a median follow-up of 18 months, reintervention was required for 5 cases (10%), 2 (9%) in the FENKS and 3 (7.6%) in the Z-POEM group (P = 1.0) a mean 7.6 ± 4.4 months after initial therapy.
Conclusions
Treatment of ZD with Z-POEM appears to be safer than FENKS with similar short and midterm clinical success.
{"title":"Comparison of flexible endoscopic needle-knife septotomy and peroral endoscopic myotomy for treatment of Zenker's diverticulum","authors":"Yara Sarkis MD , Sarah Stainko FNP , Anthony Perkins MSc , Mohammad A. Al-Haddad MD, MSc , John M. DeWitt MD","doi":"10.1016/j.gie.2024.08.035","DOIUrl":"10.1016/j.gie.2024.08.035","url":null,"abstract":"<div><h3>Background and Aims</h3><div>Treatment of Zenker’s diverticulum (ZD) has evolved from flexible endoscopic septotomy (FES) to peroral endoscopic myotomy for ZD (Z-POEM). In this study, we compare the efficacy and safety of flexible endoscopic needle-knife septotomy (FENKS) and Z-POEM for symptomatic ZD.</div></div><div><h3>Methods</h3><div>Consecutive patients at a single institution who underwent endoscopic ZD treatment by FENKS or Z-POEM were identified. Demographics, clinical characteristics, procedure technique, technical and clinical success, and adverse events (AEs) within 30 days were reviewed and compared between the 2 groups. AEs were classified by the AGREE classification. Baseline and postprocedure Dakkak and Bennett (DB) scores were reported at 6, 12, and 24 months. Clinical success (DB score ≤1) was assessed by per-protocol (PP) and intention-to-treat analyses (ITT).</div></div><div><h3>Results</h3><div>Sixty patients (55% men; mean age, 72 ± 12 years) underwent FENKS (n = 21) or Z-POEM (n = 39) between 2016 and 2023. Baseline clinical characteristics were similar, and overall technical success was 98.3%. Clinical success by PP and ITT analyses at 6, 12, and 24 months after each intervention were similar between both groups. The FENKS group had a higher prevalence (29% vs 5%, <em>P</em> = .018) and severity (<em>P</em> = .032) of AEs and were more likely to be hospitalized after treatment (71% vs 33%, <em>P</em> = .007). During a median follow-up of 18 months, reintervention was required for 5 cases (10%), 2 (9%) in the FENKS and 3 (7.6%) in the Z-POEM group (<em>P</em> = 1.0) a mean 7.6 ± 4.4 months after initial therapy.</div></div><div><h3>Conclusions</h3><div>Treatment of ZD with Z-POEM appears to be safer than FENKS with similar short and midterm clinical success.</div></div>","PeriodicalId":12542,"journal":{"name":"Gastrointestinal endoscopy","volume":"101 1","pages":"Pages 82-89"},"PeriodicalIF":6.7,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142106342","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01DOI: 10.1016/j.gie.2024.08.027
Mark Benson MD
{"title":"Top tips for the management of iatrogenic colon perforations","authors":"Mark Benson MD","doi":"10.1016/j.gie.2024.08.027","DOIUrl":"10.1016/j.gie.2024.08.027","url":null,"abstract":"","PeriodicalId":12542,"journal":{"name":"Gastrointestinal endoscopy","volume":"101 1","pages":"Pages 191-194"},"PeriodicalIF":6.7,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142055358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01DOI: 10.1016/j.gie.2024.08.009
Todd Brenner MD , Albert Kuo BS , Christina J. Sperna Weiland MD, PhD , Ayesha Kamal MD , B. Joseph Elmunzer MD, MPH , Hui Luo MD , James Buxbaum MD , Timothy B. Gardner MD, MS , Shaffer S. Mok MD , Evan S. Fogel MD , Veit Phillip MD , Jun-Ho Choi MD , Guan W. Lua MD , Ching-Chung Lin MD , D. Nageshwar Reddy MD , Sundeep Lakhtakia MD , Mahesh K. Goenka MD , Rakesh Kochhar MD , Mouen A. Khashab MD , Erwin J.M. van Geenen MD, PhD , Venkata S. Akshintala MD
Background and Aims
A robust model of post-ERCP pancreatitis (PEP) risk is not currently available. We aimed to develop a machine learning–based tool for PEP risk prediction to aid in clinical decision making related to periprocedural prophylaxis selection and postprocedural monitoring.
Methods
Feature selection, model training, and validation were performed using patient-level data from 12 randomized controlled trials. A gradient-boosted machine (GBM) model was trained to estimate PEP risk, and the performance of the resulting model was evaluated using the area under the receiver operating curve (AUC) with 5-fold cross-validation. A web-based clinical decision-making tool was created, and a prospective pilot study was performed using data from ERCPs performed at the Johns Hopkins Hospital over a 1-month period.
Results
A total of 7389 patients were included in the GBM with an 8.6% rate of PEP. The model was trained on 20 PEP risk factors and 5 prophylactic interventions (rectal nonsteroidal anti-inflammatory drugs [NSAIDs], aggressive hydration, combined rectal NSAIDs and aggressive hydration, pancreatic duct stenting, and combined rectal NSAIDs and pancreatic duct stenting). The resulting GBM model had an AUC of 0.70 (65% specificity, 65% sensitivity, 95% negative predictive value, and 15% positive predictive value). A total of 135 patients were included in the prospective pilot study, resulting in an AUC of 0.74.
Conclusions
This study demonstrates the feasibility and utility of a novel machine learning–based PEP risk estimation tool with high negative predictive value to aid in prophylaxis selection and identify patients at low risk who may not require extended postprocedure monitoring.
{"title":"Development and validation of a machine learning–based, point-of-care risk calculator for post-ERCP pancreatitis and prophylaxis selection","authors":"Todd Brenner MD , Albert Kuo BS , Christina J. Sperna Weiland MD, PhD , Ayesha Kamal MD , B. Joseph Elmunzer MD, MPH , Hui Luo MD , James Buxbaum MD , Timothy B. Gardner MD, MS , Shaffer S. Mok MD , Evan S. Fogel MD , Veit Phillip MD , Jun-Ho Choi MD , Guan W. Lua MD , Ching-Chung Lin MD , D. Nageshwar Reddy MD , Sundeep Lakhtakia MD , Mahesh K. Goenka MD , Rakesh Kochhar MD , Mouen A. Khashab MD , Erwin J.M. van Geenen MD, PhD , Venkata S. Akshintala MD","doi":"10.1016/j.gie.2024.08.009","DOIUrl":"10.1016/j.gie.2024.08.009","url":null,"abstract":"<div><h3>Background and Aims</h3><div>A robust model of post-ERCP pancreatitis (PEP) risk is not currently available. We aimed to develop a machine learning–based tool for PEP risk prediction to aid in clinical decision making related to periprocedural prophylaxis selection and postprocedural monitoring.</div></div><div><h3>Methods</h3><div>Feature selection, model training, and validation were performed using patient-level data from 12 randomized controlled trials. A gradient-boosted machine (GBM) model was trained to estimate PEP risk, and the performance of the resulting model was evaluated using the area under the receiver operating curve (AUC) with 5-fold cross-validation. A web-based clinical decision-making tool was created, and a prospective pilot study was performed using data from ERCPs performed at the Johns Hopkins Hospital over a 1-month period.</div></div><div><h3>Results</h3><div>A total of 7389 patients were included in the GBM with an 8.6% rate of PEP. The model was trained on 20 PEP risk factors and 5 prophylactic interventions (rectal nonsteroidal anti-inflammatory drugs [NSAIDs], aggressive hydration, combined rectal NSAIDs and aggressive hydration, pancreatic duct stenting, and combined rectal NSAIDs and pancreatic duct stenting). The resulting GBM model had an AUC of 0.70 (65% specificity, 65% sensitivity, 95% negative predictive value, and 15% positive predictive value). A total of 135 patients were included in the prospective pilot study, resulting in an AUC of 0.74.</div></div><div><h3>Conclusions</h3><div>This study demonstrates the feasibility and utility of a novel machine learning–based PEP risk estimation tool with high negative predictive value to aid in prophylaxis selection and identify patients at low risk who may not require extended postprocedure monitoring.</div></div>","PeriodicalId":12542,"journal":{"name":"Gastrointestinal endoscopy","volume":"101 1","pages":"Pages 129-138.e0"},"PeriodicalIF":6.7,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141987762","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01DOI: 10.1016/j.gie.2024.07.001
Sergey V. Kantsevoy MD, PhD, FJGES, Angela Palmer RN, BSN, CGRN, Deborah Hockett RN, BSN, April Vilches RN, BSN
Backgrounds and Aims
Endoscopic submucosal dissection (ESD) can be challenging and time-consuming. A double-balloon interventional platform (DBIP) was designed to assist with navigation, stabilization, traction, and device delivery during complex colorectal polypectomy. We compared traditional ESD (T-ESD) with DBIP-assisted ESD (DBIP-ESD) in a prospective, randomized trial.
Methods
Patients with colorectal polyps ≥2 cm were randomly assigned (1:1) to DBIP-ESD or T-ESD. The primary study endpoint was the mean total procedure time difference between groups. Secondary endpoints were intraprocedural time points, en bloc resection rate, procedure cost, adverse events, and 3-month assessment. A sample size of 200 subjects for ≥80% power was calculated. Interim analysis for early study termination was planned at 70% enrollment if the primary endpoint was met (P ≤ .05).
Results
One hundred forty-seven patients were enrolled between February 2019 and February 2020. Seven patients dropped out, and the interim analysis was performed on 140 patients (71 DBIP-ESD, 69 T-ESD). Demographics, comorbidities, and lesion size, location, and classification were similar between groups. The mean procedure time decreased with DBIP-ESD (88.6 ± 42.7 minutes) versus T-ESD (139.5 ± 83.2 minutes; difference of ∼51 minutes [36.5%]; P < .001], with procedural savings of $610.16 (11.4%) per patient after DBIP cost. The DBIP increased dissection speed by 49.0% (15.1 ± 8.0 vs 7.7 ± 6.6 cm2/h, P < .001). En bloc resection was superior with the addition of DBIP (97.2% vs 87.0%, P = .030). The mean navigation time with DBIP-ESD for sutured defect closure decreased by 7.7 minutes (P < .001). There were no adverse events in the DBIP-ESD group.
Conclusions
DBIP-ESD decreased the total procedure time, improved the en bloc resection rate, and facilitated sutured defect closure, making DBIP a promising and cost-effective tool to improve colorectal ESD adoption. (Clinical trial registration number: NCT 03846609.)
{"title":"Prospective, randomized controlled study evaluating a double-balloon interventional endoscopic platform for colorectal endoscopic submucosal dissection (with video)","authors":"Sergey V. Kantsevoy MD, PhD, FJGES, Angela Palmer RN, BSN, CGRN, Deborah Hockett RN, BSN, April Vilches RN, BSN","doi":"10.1016/j.gie.2024.07.001","DOIUrl":"10.1016/j.gie.2024.07.001","url":null,"abstract":"<div><h3>Backgrounds and Aims</h3><div>Endoscopic submucosal dissection (ESD) can be challenging and time-consuming. A double-balloon interventional platform (DBIP) was designed to assist with navigation, stabilization, traction, and device delivery during complex colorectal polypectomy. We compared traditional ESD (T-ESD) with DBIP-assisted ESD (DBIP-ESD) in a prospective, randomized trial.</div></div><div><h3>Methods</h3><div>Patients with colorectal polyps ≥2 cm were randomly assigned (1:1) to DBIP-ESD or T-ESD. The primary study endpoint was the mean total procedure time difference between groups. Secondary endpoints were intraprocedural time points, en bloc resection rate, procedure cost, adverse events, and 3-month assessment. A sample size of 200 subjects for ≥80% power was calculated. Interim analysis for early study termination was planned at 70% enrollment if the primary endpoint was met (<em>P</em> ≤ .05).</div></div><div><h3>Results</h3><div>One hundred forty-seven patients were enrolled between February 2019 and February 2020. Seven patients dropped out, and the interim analysis was performed on 140 patients (71 DBIP-ESD, 69 T-ESD). Demographics, comorbidities, and lesion size, location, and classification were similar between groups. The mean procedure time decreased with DBIP-ESD (88.6 ± 42.7 minutes) versus T-ESD (139.5 ± 83.2 minutes; difference of ∼51 minutes [36.5%]; <em>P</em> < .001], with procedural savings of $610.16 (11.4%) per patient after DBIP cost. The DBIP increased dissection speed by 49.0% (15.1 ± 8.0 vs 7.7 ± 6.6 cm<sup>2</sup>/h, <em>P</em> < .001). En bloc resection was superior with the addition of DBIP (97.2% vs 87.0%, <em>P</em> = .030). The mean navigation time with DBIP-ESD for sutured defect closure decreased by 7.7 minutes (<em>P</em> < .001). There were no adverse events in the DBIP-ESD group.</div></div><div><h3>Conclusions</h3><div>DBIP-ESD decreased the total procedure time, improved the en bloc resection rate, and facilitated sutured defect closure, making DBIP a promising and cost-effective tool to improve colorectal ESD adoption. (Clinical trial registration number: NCT 03846609.)</div></div>","PeriodicalId":12542,"journal":{"name":"Gastrointestinal endoscopy","volume":"101 1","pages":"Pages 149-157"},"PeriodicalIF":6.7,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141544728","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01DOI: 10.1016/j.gie.2024.09.036
Eric M. Goldberg MD
{"title":"Machine-based learning still has a lot to learn","authors":"Eric M. Goldberg MD","doi":"10.1016/j.gie.2024.09.036","DOIUrl":"10.1016/j.gie.2024.09.036","url":null,"abstract":"","PeriodicalId":12542,"journal":{"name":"Gastrointestinal endoscopy","volume":"101 1","pages":"Pages 139-140"},"PeriodicalIF":6.7,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142863935","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}