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First-pass aspiration versus stent retriever thrombectomy: machine learning study of treatment effect heterogeneity.

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Title: First-pass aspiration versus stent retriever thrombectomy: machine learning study of treatment effect heterogeneity.
Authors: Chen H; Neurosurgery, University of Maryland Medical Center, Baltimore, Maryland, USA., Isidor J; Department of Neurosurgery, Division of Neuroendovascular Surgery, Medical University of South Carolina, Charleston, South Carolina, USA., Schirmer C; Geisinger Health System, Danville, Pennsylvania, USA., Ernst M; Department of Diagnostic and Interventional Neuroradiology, University Medical Center Göttingen, Gottingen, Germany., Kim JT; Chonnam National University, Buk-gu, Gwangju, Korea (the Republic of)., Rai A; West Virginia University, Morgantown, West Virginia, USA., Jabbour P; Neurological surgery, Thomas Jefferson University, Philadelphia, Pennsylvania, USA., Abecassis IJ; University of Louisville, Louisville, Kentucky, USA., Grossberg JA; Neurosurgery and Radiology, Emory University School of Medicine, Atlanta, Georgia, USA., Alawieh A; Department of Neurosurgery, Emory University School of Medicine Atlanta, Atlanta, Georgia, USA., Khanna O; Wake Forest Baptist Health, Winston-Salem, North Carolina, USA., Navia P; Interventional and Diagnostic Neuroradiology, Hospital Universitario La Paz, Madrid, Spain., Starke RM; Neurological Surgery, University of Miami Miller School of Medicine, Miami, Florida, USA.; University of Miami School of Medicine, Miami, Florida, USA., Psychogios MN; Department of Neuroradiology, Clinic of Radiology and Nuclear Medicine, University Hospital Basel, Basel, Switzerland., Siddiqui F; Fazeel Siddiqui, University of Michigan Health-West, Wyoming, Michigan, USA., Samaniego EA; Neurology, University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA., Goyal N; Semmes-Murphey Clinic, Memphis, Tennessee, USA., Ezzeldin M; Department of Clinical Sciences, College of Medicine, University of Houston, Houston, Texas, USA.; Neuroendovascular surgery, HCA Houston, Houston, Texas, USA., Dye J; Neurosurgery, Loma Linda University Health, Loma Linda, California, USA., Alaraj A; Neurosurgery, University of Illinois at Chicago, Chicago, Illinois, USA., Yoshimura S; Department of Neurosurgery, Hyogo College of Medicine, Nishinomiya, Hyogo, Japan., Alcedo R; Hospital Menonita Caguas, Caguas, Puerto Rico., Cerejo R; Cerebrovascular Center, Allegheny Health Network, Pittsburgh, Pennsylvania, USA., Luther E; Allegheny General Hospital, Pittsburgh, Pennsylvania, USA., Almallouhi E; Neurology, Medical University of South Carolina, Charleston, South Carolina, USA., Fiorella D; Department of Neurosurgery, Stony Brook Medicine, Stony Brook, New York, USA., Romano DG; Neurordiology, University Hospital 'San Giovanni di Dio e Ruggi d'Aragona', Salerno, Italy., Tanweer O; NYU Langone Health, New York, New York, USA., Fragata I; Neuroradiology, Centro Hospitalar de Lisboa Central, Lisboa, Portugal., Mascitelli J; Neurosurgery, The University of Texas Health Science Center at San Antonio, San Antonio, Texas, USA., Cuellar HH; Department of Radiology and Interventional Radiology, Ochsner-Louisiana State University, Shreveport, Louisiana, USA., Chalouhi N; Lillian S. Wells Department of Neurosurgery, University of Florida, Gainesville, Florida, USA., Limaye K; Indiana University School of Medicine, Indianapolis, Indiana, USA., Mokin M; Neurosurgery, University of South Florida College of Medicine, Tampa, Florida, USA., Matouk C; Neurosurgery, Yale University, New Haven, Connecticut, USA., Kellogg R; Neurosurgery, University of Virginia, Charlottesville, Virginia, USA., Brinjikji W; Mayo Clinic Minnesota, Rochester, Minnesota, USA., Chowdhry SA; Neurosurgery, NorthShore University HealthSystem, Evanston, Illinois, USA., Altschul D; Department of Neurosurgery, Montefiore Medical Center, Bronx, New York, USA., Ogilvy CS; Neurosurgery, BIDMC, Boston, Massachusetts, USA., Levitt M; Neurological Surgery, University of Washington School of Medicine, Seattle, Washington, USA., Grandhi R; Department of Neurosurgery, University of Utah Health, Salt Lake City, Utah, USA., Spiotta AM; Neurosurgery, Medical University of South Carolina, Charleston, South Carolina, USA., Kan P; Neurosurgery, The University of Texas Medical Branch at Galveston, Galveston, Texas, USA ptkan@utmb.edu.
Source: Journal of neurointerventional surgery [J Neurointerv Surg] 2026 Jul 24. Date of Electronic Publication: 2026 Jul 24.
Publication Type: Journal Article
Journal Info: Publisher: BMJ Publishing Group Country of Publication: England NLM ID: 101517079 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1759-8486 (Electronic) Linking ISSN: 17598478 NLM ISO Abbreviation: J Neurointerv Surg Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: First-pass aspiration versus stent retriever thrombectomy: machine learning study of treatment effect heterogeneity.
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  Data: <searchLink fieldCode="AU" term="%22Chen+H%22">Chen H</searchLink>; Neurosurgery, University of Maryland Medical Center, Baltimore, Maryland, USA.<br /><searchLink fieldCode="AU" term="%22Isidor+J%22">Isidor J</searchLink>; Department of Neurosurgery, Division of Neuroendovascular Surgery, Medical University of South Carolina, Charleston, South Carolina, USA.<br /><searchLink fieldCode="AU" term="%22Schirmer+C%22">Schirmer C</searchLink>; Geisinger Health System, Danville, Pennsylvania, USA.<br /><searchLink fieldCode="AU" term="%22Ernst+M%22">Ernst M</searchLink>; Department of Diagnostic and Interventional Neuroradiology, University Medical Center Göttingen, Gottingen, Germany.<br /><searchLink fieldCode="AU" term="%22Kim+JT%22">Kim JT</searchLink>; Chonnam National University, Buk-gu, Gwangju, Korea (the Republic of).<br /><searchLink fieldCode="AU" term="%22Rai+A%22">Rai A</searchLink>; West Virginia University, Morgantown, West Virginia, USA.<br /><searchLink fieldCode="AU" term="%22Jabbour+P%22">Jabbour P</searchLink>; Neurological surgery, Thomas Jefferson University, Philadelphia, Pennsylvania, USA.<br /><searchLink fieldCode="AU" term="%22Abecassis+IJ%22">Abecassis IJ</searchLink>; University of Louisville, Louisville, Kentucky, USA.<br /><searchLink fieldCode="AU" term="%22Grossberg+JA%22">Grossberg JA</searchLink>; Neurosurgery and Radiology, Emory University School of Medicine, Atlanta, Georgia, USA.<br /><searchLink fieldCode="AU" term="%22Alawieh+A%22">Alawieh A</searchLink>; Department of Neurosurgery, Emory University School of Medicine Atlanta, Atlanta, Georgia, USA.<br /><searchLink fieldCode="AU" term="%22Khanna+O%22">Khanna O</searchLink>; Wake Forest Baptist Health, Winston-Salem, North Carolina, USA.<br /><searchLink fieldCode="AU" term="%22Navia+P%22">Navia P</searchLink>; Interventional and Diagnostic Neuroradiology, Hospital Universitario La Paz, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Starke+RM%22">Starke RM</searchLink>; Neurological Surgery, University of Miami Miller School of Medicine, Miami, Florida, USA.; University of Miami School of Medicine, Miami, Florida, USA.<br /><searchLink fieldCode="AU" term="%22Psychogios+MN%22">Psychogios MN</searchLink>; Department of Neuroradiology, Clinic of Radiology and Nuclear Medicine, University Hospital Basel, Basel, Switzerland.<br /><searchLink fieldCode="AU" term="%22Siddiqui+F%22">Siddiqui F</searchLink>; Fazeel Siddiqui, University of Michigan Health-West, Wyoming, Michigan, USA.<br /><searchLink fieldCode="AU" term="%22Samaniego+EA%22">Samaniego EA</searchLink>; Neurology, University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA.<br /><searchLink fieldCode="AU" term="%22Goyal+N%22">Goyal N</searchLink>; Semmes-Murphey Clinic, Memphis, Tennessee, USA.<br /><searchLink fieldCode="AU" term="%22Ezzeldin+M%22">Ezzeldin M</searchLink>; Department of Clinical Sciences, College of Medicine, University of Houston, Houston, Texas, USA.; Neuroendovascular surgery, HCA Houston, Houston, Texas, USA.<br /><searchLink fieldCode="AU" term="%22Dye+J%22">Dye J</searchLink>; Neurosurgery, Loma Linda University Health, Loma Linda, California, USA.<br /><searchLink fieldCode="AU" term="%22Alaraj+A%22">Alaraj A</searchLink>; Neurosurgery, University of Illinois at Chicago, Chicago, Illinois, USA.<br /><searchLink fieldCode="AU" term="%22Yoshimura+S%22">Yoshimura S</searchLink>; Department of Neurosurgery, Hyogo College of Medicine, Nishinomiya, Hyogo, Japan.<br /><searchLink fieldCode="AU" term="%22Alcedo+R%22">Alcedo R</searchLink>; Hospital Menonita Caguas, Caguas, Puerto Rico.<br /><searchLink fieldCode="AU" term="%22Cerejo+R%22">Cerejo R</searchLink>; Cerebrovascular Center, Allegheny Health Network, Pittsburgh, Pennsylvania, USA.<br /><searchLink fieldCode="AU" term="%22Luther+E%22">Luther E</searchLink>; Allegheny General Hospital, Pittsburgh, Pennsylvania, USA.<br /><searchLink fieldCode="AU" term="%22Almallouhi+E%22">Almallouhi E</searchLink>; Neurology, Medical University of South Carolina, Charleston, South Carolina, USA.<br /><searchLink fieldCode="AU" term="%22Fiorella+D%22">Fiorella D</searchLink>; Department of Neurosurgery, Stony Brook Medicine, Stony Brook, New York, USA.<br /><searchLink fieldCode="AU" term="%22Romano+DG%22">Romano DG</searchLink>; Neurordiology, University Hospital 'San Giovanni di Dio e Ruggi d'Aragona', Salerno, Italy.<br /><searchLink fieldCode="AU" term="%22Tanweer+O%22">Tanweer O</searchLink>; NYU Langone Health, New York, New York, USA.<br /><searchLink fieldCode="AU" term="%22Fragata+I%22">Fragata I</searchLink>; Neuroradiology, Centro Hospitalar de Lisboa Central, Lisboa, Portugal.<br /><searchLink fieldCode="AU" term="%22Mascitelli+J%22">Mascitelli J</searchLink>; Neurosurgery, The University of Texas Health Science Center at San Antonio, San Antonio, Texas, USA.<br /><searchLink fieldCode="AU" term="%22Cuellar+HH%22">Cuellar HH</searchLink>; Department of Radiology and Interventional Radiology, Ochsner-Louisiana State University, Shreveport, Louisiana, USA.<br /><searchLink fieldCode="AU" term="%22Chalouhi+N%22">Chalouhi N</searchLink>; Lillian S. Wells Department of Neurosurgery, University of Florida, Gainesville, Florida, USA.<br /><searchLink fieldCode="AU" term="%22Limaye+K%22">Limaye K</searchLink>; Indiana University School of Medicine, Indianapolis, Indiana, USA.<br /><searchLink fieldCode="AU" term="%22Mokin+M%22">Mokin M</searchLink>; Neurosurgery, University of South Florida College of Medicine, Tampa, Florida, USA.<br /><searchLink fieldCode="AU" term="%22Matouk+C%22">Matouk C</searchLink>; Neurosurgery, Yale University, New Haven, Connecticut, USA.<br /><searchLink fieldCode="AU" term="%22Kellogg+R%22">Kellogg R</searchLink>; Neurosurgery, University of Virginia, Charlottesville, Virginia, USA.<br /><searchLink fieldCode="AU" term="%22Brinjikji+W%22">Brinjikji W</searchLink>; Mayo Clinic Minnesota, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Chowdhry+SA%22">Chowdhry SA</searchLink>; Neurosurgery, NorthShore University HealthSystem, Evanston, Illinois, USA.<br /><searchLink fieldCode="AU" term="%22Altschul+D%22">Altschul D</searchLink>; Department of Neurosurgery, Montefiore Medical Center, Bronx, New York, USA.<br /><searchLink fieldCode="AU" term="%22Ogilvy+CS%22">Ogilvy CS</searchLink>; Neurosurgery, BIDMC, Boston, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Levitt+M%22">Levitt M</searchLink>; Neurological Surgery, University of Washington School of Medicine, Seattle, Washington, USA.<br /><searchLink fieldCode="AU" term="%22Grandhi+R%22">Grandhi R</searchLink>; Department of Neurosurgery, University of Utah Health, Salt Lake City, Utah, USA.<br /><searchLink fieldCode="AU" term="%22Spiotta+AM%22">Spiotta AM</searchLink>; Neurosurgery, Medical University of South Carolina, Charleston, South Carolina, USA.<br /><searchLink fieldCode="AU" term="%22Kan+P%22">Kan P</searchLink>; Neurosurgery, The University of Texas Medical Branch at Galveston, Galveston, Texas, USA ptkan@utmb.edu.
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