{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,29]],"date-time":"2026-09-29T19:11:16Z","timestamp":1790709076633,"version":"4.1.0"},"reference-count":90,"publisher":"Frontiers Media SA","funder":[{"DOI":"10.13039\/501100002347","name":"Bundesministerium f\u00fcr Bildung und Forschung","doi-asserted-by":"publisher","award":["01GV0615"],"award-info":[{"award-number":["01GV0615"]}],"id":[{"id":"10.13039\/501100002347","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Psychiatry"],"DOI":"10.3389\/fpsyt.2017.00099","type":"journal-article","created":{"date-parts":[[2017,6,9]],"date-time":"2017-06-09T00:03:38Z","timestamp":1496966618000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":42,"title":["Support Vector Machine Analysis of Functional Magnetic Resonance Imaging of Interoception Does Not Reliably Predict Individual Outcomes of Cognitive Behavioral Therapy in Panic Disorder with Agoraphobia"],"prefix":"10.3389","volume":"8","author":[{"given":"Benedikt","family":"Sundermann","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jens","family":"Bode","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ulrike","family":"Lueken","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dorte","family":"Westphal","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alexander L.","family":"Gerlach","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Benjamin","family":"Straube","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hans-Ulrich","family":"Wittchen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andreas","family":"Str\u00f6hle","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andr\u00e9","family":"Wittmann","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Carsten","family":"Konrad","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tilo","family":"Kircher","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Volker","family":"Arolt","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bettina","family":"Pfleiderer","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2017,6,9]]},"reference":[{"key":"B1","doi-asserted-by":"publisher","first-page":"1248","DOI":"10.1038\/nm.4190","article-title":"The search for imaging biomarkers in psychiatric disorders","volume":"22","author":"Abi-Dargham","year":"2016","journal-title":"Nat Med"},{"key":"B2","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1016\/j.neuroimage.2016.02.079","article-title":"Single subject prediction of brain disorders in neuroimaging: promises and pitfalls","volume":"145","author":"Arbabshirani","year":"2017","journal-title":"Neuroimage"},{"key":"B3","doi-asserted-by":"publisher","first-page":"329","DOI":"10.1007\/s10548-014-0360-z","article-title":"Multivariate pattern recognition for diagnosis and prognosis in clinical neuroimaging: state of the art, current challenges and future trends","volume":"27","author":"Haller","year":"2014","journal-title":"Brain Topogr"},{"key":"B4","doi-asserted-by":"publisher","first-page":"457","DOI":"10.1016\/j.neuroimage.2011.11.002","article-title":"Diagnostic neuroimaging across diseases","volume":"61","author":"Kl\u00f6ppel","year":"2012","journal-title":"Neuroimage"},{"key":"B5","doi-asserted-by":"publisher","first-page":"1140","DOI":"10.1016\/j.neubiorev.2012.01.004","article-title":"Using support vector machine to identify imaging biomarkers of neurological and psychiatric disease: a critical review","volume":"36","author":"Orru","year":"2012","journal-title":"Neurosci Biobehav Rev"},{"key":"B6","doi-asserted-by":"publisher","first-page":"848","DOI":"10.3174\/ajnr.A3713","article-title":"Multivariate classification of blood oxygen level-dependent fMRI data with diagnostic intention: a clinical perspective","volume":"35","author":"Sundermann","year":"2014","journal-title":"AJNR Am J Neuroradiol"},{"key":"B7","doi-asserted-by":"publisher","first-page":"328","DOI":"10.1016\/j.neubiorev.2015.08.001","article-title":"From estimating activation locality to predicting disorder: a review of pattern recognition for neuroimaging-based psychiatric diagnostics","volume":"57","author":"Wolfers","year":"2015","journal-title":"Neurosci Biobehav Rev"},{"key":"B8","doi-asserted-by":"publisher","first-page":"365","DOI":"10.1038\/nn.4478","article-title":"Building better biomarkers: brain models in translational neuroimaging","volume":"20","author":"Woo","year":"2017","journal-title":"Nat Neurosci"},{"key":"B9","doi-asserted-by":"publisher","first-page":"920","DOI":"10.1002\/da.22299","article-title":"Toward the application of functional neuroimaging to individualized treatment for anxiety and depression","volume":"31","author":"Ball","year":"2014","journal-title":"Depress Anxiety"},{"key":"B10","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1001\/2013.jamapsychiatry.5","article-title":"Predicting treatment response in social anxiety disorder from functional magnetic resonance imaging","volume":"70","author":"Doehrmann","year":"2013","journal-title":"JAMA Psychiatry"},{"key":"B11","doi-asserted-by":"publisher","first-page":"68","DOI":"10.1001\/jamapsychiatry.2014.1741","article-title":"Predicting treatment response to cognitive behavioral therapy in panic disorder with agoraphobia by integrating local neural information","volume":"72","author":"Hahn","year":"2015","journal-title":"JAMA Psychiatry"},{"key":"B12","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1016\/j.neubiorev.2016.04.005","article-title":"Neurobiological markers predicting treatment response in anxiety disorders: a systematic review and implications for clinical application","volume":"66","author":"Lueken","year":"2016","journal-title":"Neurosci Biobehav Rev"},{"key":"B13","doi-asserted-by":"publisher","first-page":"e530","DOI":"10.1038\/tp.2015.22","article-title":"Predicting long-term outcome of Internet-delivered cognitive behavior therapy for social anxiety disorder using fMRI and support vector machine learning","volume":"5","author":"Mansson","year":"2015","journal-title":"Transl Psychiatry"},{"key":"B14","doi-asserted-by":"publisher","first-page":"124","DOI":"10.1176\/appi.ajp.2014.14010076","article-title":"Identifying predictors, moderators, and mediators of antidepressant response in major depressive disorder: neuroimaging approaches","volume":"172","author":"Phillips","year":"2015","journal-title":"Am J Psychiatry"},{"key":"B15","doi-asserted-by":"publisher","first-page":"680","DOI":"10.1038\/mp.2015.109","article-title":"Brain connectomics predict response to treatment in social anxiety disorder","volume":"21","author":"Whitfield-Gabrieli","year":"2016","journal-title":"Mol Psychiatry"},{"key":"B16","doi-asserted-by":"publisher","first-page":"528","DOI":"10.1038\/sj.mp.4001816","article-title":"How psychotherapy changes the brain \u2013 the contribution of functional neuroimaging","volume":"11","author":"Linden","year":"2006","journal-title":"Mol Psychiatry"},{"key":"B17","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1097\/YCO.0000000000000218","article-title":"Functional neuroimaging of psychotherapeutic processes in anxiety and depression: from mechanisms to predictions","volume":"29","author":"Lueken","year":"2016","journal-title":"Curr Opin Psychiatry"},{"key":"B18","doi-asserted-by":"publisher","first-page":"114","DOI":"10.1176\/jnp.2009.21.2.114","article-title":"Does cognitive behavioral therapy change the brain? A systematic review of neuroimaging in anxiety disorders","volume":"21","author":"Porto","year":"2009","journal-title":"J Neuropsychiatry Clin Neurosci"},{"key":"B19","doi-asserted-by":"publisher","first-page":"1385","DOI":"10.1017\/S0033291705005064","article-title":"Neuroimaging and the functional neuroanatomy of psychotherapy","volume":"35","author":"Roffman","year":"2005","journal-title":"Psychol Med"},{"key":"B20","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1097\/YIC.0b013e32831db2d7","article-title":"Common genetic, clinical, demographic and psychosocial predictors of response to pharmacotherapy in mood and anxiety disorders","volume":"24","author":"Serretti","year":"2009","journal-title":"Int Clin Psychopharmacol"},{"key":"B21","doi-asserted-by":"publisher","first-page":"88","DOI":"10.1016\/j.brat.2014.07.011","article-title":"The neural correlates of cognitive behavioral therapy: recent progress in the investigation of patients with panic disorder","volume":"62","author":"Yang","year":"2014","journal-title":"Behav Res Ther"},{"key":"B22","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1111\/nyas.12759","article-title":"In pursuit of neuroimaging biomarkers to guide treatment selection in major depressive disorder: a review of the literature","volume":"1344","author":"Lener","year":"2015","journal-title":"Ann N Y Acad Sci"},{"key":"B23","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-662-44136-7","volume-title":"S3-Leitlinie Angsst\u00f6rungen","author":"Bandelow","year":"2015"},{"key":"B24","doi-asserted-by":"publisher","first-page":"CD004364","DOI":"10.1002\/14651858.CD004364.pub2","article-title":"Combined psychotherapy plus antidepressants for panic disorder with or without agoraphobia","author":"Furukawa","year":"2007","journal-title":"Cochrane Database Syst Rev"},{"key":"B25","doi-asserted-by":"publisher","first-page":"593","DOI":"10.1016\/j.psc.2009.05.005","article-title":"Empirically supported treatments for panic disorder","volume":"32","author":"McHugh","year":"2009","journal-title":"Psychiatr Clin North Am"},{"key":"B26","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1016\/j.jad.2005.05.003","article-title":"A meta-analysis of the efficacy of psycho- and pharmacotherapy in panic disorder with and without agoraphobia","volume":"88","author":"Mitte","year":"2005","journal-title":"J Affect Disord"},{"key":"B27","first-page":"28","article-title":"Cognitive-behavioral therapy and the treatment of panic disorder: efficacy and strategies","volume":"66","author":"Otto","year":"2005","journal-title":"J Clin Psychiatry"},{"key":"B28","doi-asserted-by":"publisher","first-page":"1023","DOI":"10.1016\/S0140-6736(06)69418-X","article-title":"Panic disorder","volume":"368","author":"Roy-Byrne","year":"2006","journal-title":"Lancet"},{"key":"B29","doi-asserted-by":"publisher","first-page":"1219","DOI":"10.1586\/14737175.8.8.1219","article-title":"Treatment of panic disorder: recent developments and current status","volume":"8","author":"Starcevic","year":"2008","journal-title":"Expert Rev Neurother"},{"key":"B30","doi-asserted-by":"publisher","first-page":"427","DOI":"10.1007\/s10608-012-9476-1","article-title":"The efficacy of cognitive behavioral therapy: a review of meta-analyses","volume":"36","author":"Hofmann","year":"2012","journal-title":"Cognit Ther Res"},{"key":"B31","doi-asserted-by":"publisher","first-page":"267","DOI":"10.4088\/JCP.13m08922","article-title":"Prognostic subgroups for remission and response in the Coordinated Anxiety Learning and Management (CALM) trial","volume":"76","author":"Kelly","year":"2015","journal-title":"J Clin Psychiatry"},{"key":"B32","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1016\/j.cpr.2015.02.004","article-title":"The state of personalized treatment for anxiety disorders: a systematic review of treatment moderators","volume":"38","author":"Schneider","year":"2015","journal-title":"Clin Psychol Rev"},{"key":"B33","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1016\/j.biopsych.2012.07.026","article-title":"Effect of cognitive-behavioral therapy on neural correlates of fear conditioning in panic disorder","volume":"73","author":"Kircher","year":"2013","journal-title":"Biol Psychiatry"},{"key":"B34","doi-asserted-by":"publisher","first-page":"1345","DOI":"10.1176\/appi.ajp.2013.12111484","article-title":"Neural substrates of treatment response to cognitive-behavioral therapy in panic disorder with agoraphobia","volume":"170","author":"Lueken","year":"2013","journal-title":"Am J Psychiatry"},{"key":"B35","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1007\/s00702-014-1311-2","article-title":"Therapygenetics: anterior cingulate cortex-amygdala coupling is associated with 5-HTTLPR and treatment response in panic disorder with agoraphobia","volume":"122","author":"Lueken","year":"2015","journal-title":"J Neural Transm"},{"key":"B36","doi-asserted-by":"publisher","first-page":"222","DOI":"10.1159\/000359955","article-title":"Neural correlates of procedural variants in cognitive-behavioral therapy: a randomized, controlled multicenter fMRI study","volume":"83","author":"Straube","year":"2014","journal-title":"Psychother Psychosom"},{"key":"B37","doi-asserted-by":"publisher","first-page":"1254","DOI":"10.1038\/npp.2013.328","article-title":"Single-subject anxiety treatment outcome prediction using functional neuroimaging","volume":"39","author":"Ball","year":"2014","journal-title":"Neuropsychopharmacology"},{"key":"B38","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1037\/0033-295X.108.1.4","article-title":"A modern learning theory perspective on the etiology of panic disorder","volume":"108","author":"Bouton","year":"2001","journal-title":"Psychol Rev"},{"key":"B39","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.cpr.2009.08.008","article-title":"Interoceptive sensitivity in anxiety and anxiety disorders: an overview and integration of neurobiological findings","volume":"30","author":"Domschke","year":"2010","journal-title":"Clin Psychol Rev"},{"key":"B40","doi-asserted-by":"publisher","first-page":"e0133164","DOI":"10.1371\/journal.pone.0133164","article-title":"Probing the interoceptive network by listening to heartbeats: an fMRI study","volume":"10","author":"Kleint","year":"2015","journal-title":"PLoS One"},{"key":"B41","doi-asserted-by":"publisher","first-page":"1417","DOI":"10.1007\/s00702-014-1248-5","article-title":"Internal focus of attention in anxiety-sensitive females up-regulates amygdale activity: an fMRI study","volume":"121","author":"Pfleiderer","year":"2014","journal-title":"J Neural Transm"},{"key":"B42","doi-asserted-by":"publisher","first-page":"20160018","DOI":"10.1098\/rstb.2016.0018","article-title":"Neural correlates of heart-focused interoception: a functional magnetic resonance imaging meta-analysis","volume":"371","author":"Schulz","year":"2016","journal-title":"Philos Trans R Soc Lond B Biol Sci"},{"key":"B43","doi-asserted-by":"publisher","first-page":"S155","DOI":"10.1007\/s00406-009-0065-6","article-title":"Mechanism of action in CBT (MAC): methods of a multi-center randomized controlled trial in 369 patients with panic disorder and agoraphobia","volume":"259","author":"Gloster","year":"2009","journal-title":"Eur Arch Psychiatry Clin Neurosci"},{"key":"B44","doi-asserted-by":"publisher","first-page":"124","DOI":"10.1055\/s-0029-1202781","article-title":"The research network PANIC-NET: improving the treatment of panic disorder \u2013 from a better understanding of fear circuit mechanisms to more effective psychological treatment and routine care","volume":"59","author":"Arolt","year":"2009","journal-title":"Psychother Psychosom Med Psychol"},{"key":"B45","volume-title":"Diagnostic and Statistical Manual of Mental Disorders: DSM-IV-TR","year":"2000"},{"key":"B46","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1111\/j.2044-8341.1959.tb00467.x","article-title":"The assessment of anxiety states by rating","volume":"32","author":"Hamilton","year":"1959","journal-title":"Br J Med Psychol"},{"key":"B47","doi-asserted-by":"publisher","first-page":"166","DOI":"10.1002\/da.1033.abs","article-title":"Reliability and validity of a structured interview guide for the Hamilton Anxiety Rating Scale (SIGH-A)","volume":"13","author":"Shear","year":"2001","journal-title":"Depress Anxiety"},{"key":"B48","volume-title":"Manual for the BDI-II","author":"Beck","year":"1996"},{"key":"B49","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/0005-7967(86)90143-9","article-title":"Anxiety sensitivity, anxiety frequency and the prediction of fearfulness","volume":"24","author":"Reiss","year":"1986","journal-title":"Behav Res Ther"},{"key":"B50","first-page":"217","article-title":"Clinical Global Impression","volume-title":"ECDEU Assessment Manual for Psychopharmacology, Revised","author":"Guy","year":"1976"},{"key":"B51","doi-asserted-by":"publisher","first-page":"2529","DOI":"10.1001\/jama.283.19.2529","article-title":"Cognitive-behavioral therapy, imipramine, or their combination for panic disorder: a randomized controlled trial","volume":"283","author":"Barlow","year":"2000","journal-title":"JAMA"},{"key":"B52","doi-asserted-by":"publisher","first-page":"575","DOI":"10.2466\/pms.1971.33.2.575","article-title":"Trail making test results for normal and brain-damaged children","volume":"33","author":"Reitan","year":"1971","journal-title":"Percept Mot Skills"},{"key":"B53","doi-asserted-by":"publisher","first-page":"775","DOI":"10.1055\/s-0033-1357168","article-title":"The relationships of intelligence and memory assessed using the WAIS-IV and the WMS-IV","volume":"75","author":"Lepach","year":"2013","journal-title":"Gesundheitswesen"},{"key":"B54","doi-asserted-by":"publisher","first-page":"268","DOI":"10.1159\/000441508","article-title":"Die Effekte interozeptiver Expositions\u00fcbungen in der Kognitiven Verhaltenstherapie von Panikst\u00f6rung mit Agoraphobie","volume":"25","author":"Westphal","year":"2015","journal-title":"Verhaltenstherapie"},{"key":"B55","doi-asserted-by":"publisher","first-page":"483","DOI":"10.1111\/j.1469-8986.1981.tb02486.x","article-title":"Heart beat perception and emotional experience","volume":"18","author":"Schandry","year":"1981","journal-title":"Psychophysiology"},{"key":"B56","doi-asserted-by":"publisher","first-page":"471","DOI":"10.1007\/s12021-014-9223-8","article-title":"MANIA \u2013 a pattern classification toolbox for neuroimaging data","volume":"12","author":"Grotegerd","year":"2014","journal-title":"Neuroinformatics"},{"key":"B57","doi-asserted-by":"publisher","first-page":"S199","DOI":"10.1016\/j.neuroimage.2008.11.007","article-title":"Machine learning classifiers and fMRI: a tutorial overview","volume":"45","author":"Pereira","year":"2009","journal-title":"Neuroimage"},{"key":"B58","first-page":"330","article-title":"Permutation tests for classification: towards statistical significance in image-based studies","volume-title":"Information Processing in Medical Imaging. IPMI 2003. Lecture Notes in Computer Science","author":"Golland","year":"2003"},{"key":"B59","first-page":"27","article-title":"LIBSVM: a library for support vector machines","author":"Chang","year":"2011","journal-title":"ACM Trans Intell Syst Technol"},{"key":"B60","volume-title":"Introduction to Machine Learning","author":"Alpaydin","year":"2010"},{"key":"B61","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4614-7138-7","volume-title":"An Introduction to Statistical Learning with Applications in R","author":"James","year":"2013"},{"key":"B62","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4757-3264-1","volume-title":"The Nature of Statistical Learning Theory","author":"Vapnik","year":"2000"},{"key":"B63","doi-asserted-by":"publisher","first-page":"229","DOI":"10.1007\/s12021-013-9204-3","article-title":"A review of feature reduction techniques in neuroimaging","volume":"12","author":"Mwangi","year":"2014","journal-title":"Neuroinformatics"},{"key":"B64","doi-asserted-by":"publisher","first-page":"319","DOI":"10.1007\/s12021-013-9178-1","article-title":"PRoNTo: pattern recognition for neuroimaging toolbox","volume":"11","author":"Schrouff","year":"2013","journal-title":"Neuroinformatics"},{"key":"B65","doi-asserted-by":"publisher","first-page":"389","DOI":"10.1023\/A:1012487302797","article-title":"Gene selection for cancer classification using support vector machines","volume":"46","author":"Guyon","year":"2002","journal-title":"Mach Learn"},{"key":"B66","doi-asserted-by":"publisher","first-page":"S12","DOI":"10.1186\/1471-2105-7-S2-S12","article-title":"Improving the performance of SVM-RFE to select genes in microarray data","volume":"7","author":"Ding","year":"2006","journal-title":"BMC Bioinformatics"},{"key":"B67","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1006\/nimg.2001.0978","article-title":"Automated Anatomical Labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain","volume":"15","author":"Tzourio-Mazoyer","year":"2002","journal-title":"Neuroimage"},{"key":"B68","doi-asserted-by":"publisher","first-page":"968","DOI":"10.1016\/j.neuroimage.2006.01.021","article-title":"An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest","volume":"31","author":"Desikan","year":"2006","journal-title":"Neuroimage"},{"key":"B69","doi-asserted-by":"publisher","first-page":"1256","DOI":"10.1176\/appi.ajp.162.7.1256","article-title":"Structural brain magnetic resonance imaging of limbic and thalamic volumes in pediatric bipolar disorder","volume":"162","author":"Frazier","year":"2005","journal-title":"Am J Psychiatry"},{"key":"B70","doi-asserted-by":"publisher","first-page":"935","DOI":"10.1016\/j.biopsych.2006.06.027","article-title":"Hypothalamic abnormalities in schizophrenia: sex effects and genetic vulnerability","volume":"61","author":"Goldstein","year":"2007","journal-title":"Biol Psychiatry"},{"key":"B71","doi-asserted-by":"publisher","first-page":"155","DOI":"10.1016\/j.schres.2005.11.020","article-title":"Decreased volume of left and total anterior insular lobule in schizophrenia","volume":"83","author":"Makris","year":"2006","journal-title":"Schizophr Res"},{"key":"B72","doi-asserted-by":"publisher","first-page":"120","DOI":"10.1002\/1097-0193(200007)10:3<120::AID-HBM30>3.0.CO;2-8","article-title":"Automated Talairach atlas labels for functional brain mapping","volume":"10","author":"Lancaster","year":"2000","journal-title":"Hum Brain Mapp"},{"key":"B73","volume-title":"Co-Planar Stereotaxic Atlas of the Human Brain","author":"Talairach","year":"1988"},{"key":"B74","first-page":"3011","article-title":"Gaussian Processes for Machine Learning (GPML) toolbox","volume":"11","author":"Rasmussen","year":"2010","journal-title":"J Mach Learn Res"},{"key":"B75","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1016\/S0926-6410(03)00082-X","article-title":"Distinct prefrontal cortex activity associated with item memory and source memory for visual shapes","volume":"17","author":"Slotnick","year":"2003","journal-title":"Brain Res Cogn Brain Res"},{"key":"B76","doi-asserted-by":"publisher","first-page":"424","DOI":"10.1016\/j.tics.2006.07.005","article-title":"Beyond mind-reading: multi-voxel pattern analysis of fMRI data","volume":"10","author":"Norman","year":"2006","journal-title":"Trends Cogn Sci"},{"key":"B77","doi-asserted-by":"publisher","first-page":"182","DOI":"10.1016\/j.jad.2015.05.052","article-title":"Separating depressive comorbidity from panic disorder: a combined functional magnetic resonance imaging and machine learning approach","volume":"184","author":"Lueken","year":"2015","journal-title":"J Affect Disord"},{"key":"B78","doi-asserted-by":"publisher","first-page":"365","DOI":"10.1038\/nrn3475","article-title":"Power failure: why small sample size undermines the reliability of neuroscience","volume":"14","author":"Button","year":"2013","journal-title":"Nat Rev Neurosci"},{"key":"B79","doi-asserted-by":"publisher","first-page":"e124","DOI":"10.1371\/journal.pmed.0020124","article-title":"Why most published research findings are false","volume":"2","author":"Ioannidis","year":"2005","journal-title":"PLoS Med"},{"key":"B80","doi-asserted-by":"publisher","first-page":"121","DOI":"10.3389\/fpsyt.2016.00121","article-title":"Can interoception improve the pragmatic search for biomarkers in psychiatry?","volume":"7","author":"Khalsa","year":"2016","journal-title":"Front Psychiatry"},{"key":"B81","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1016\/j.neuroimage.2011.11.066","article-title":"Does feature selection improve classification accuracy? Impact of sample size and feature selection on classification using anatomical magnetic resonance images","volume":"60","author":"Chu","year":"2012","journal-title":"Neuroimage"},{"key":"B82","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1038\/nrc2294","article-title":"The properties of high-dimensional data spaces: implications for exploring gene and protein expression data","volume":"8","author":"Clarke","year":"2008","journal-title":"Nat Rev Cancer"},{"key":"B83","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1007\/978-1-4939-0742-7_8","article-title":"High-dimensional data classification","volume-title":"Clusters, Orders, and Trees: Methods and Applications: In Honor of Boris Mirkin\u2019s 70th Birthday","author":"Pappu","year":"2014"},{"key":"B84","doi-asserted-by":"publisher","first-page":"535","DOI":"10.1038\/nn.2303","article-title":"Circular analysis in systems neuroscience: the dangers of double dipping","volume":"12","author":"Kriegeskorte","year":"2009","journal-title":"Nat Neurosci"},{"key":"B85","first-page":"761","article-title":"Contrasts and classical inference","volume-title":"Human Brain Function","author":"Poline","year":"2004"},{"key":"B86","first-page":"155","article-title":"Support vector regression machines","volume-title":"Advances in Neural Information Processing Systems 9","author":"Drucker","year":"1997"},{"key":"B87","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1016\/0191-8869(86)90014-0","article-title":"Response bias, social desirability and dissimulation","volume":"7","author":"Furnham","year":"1986","journal-title":"Pers Individ Dif"},{"key":"B88","doi-asserted-by":"publisher","first-page":"471","DOI":"10.1016\/j.neuroimage.2006.07.012","article-title":"Reducing interscanner variability of activation in a multicenter fMRI study: controlling for signal-to-fluctuation-noise-ratio (SFNR) differences","volume":"33","author":"Friedman","year":"2006","journal-title":"Neuroimage"},{"key":"B89","doi-asserted-by":"publisher","first-page":"781","DOI":"10.1148\/radiol.2373041630","article-title":"Reproducibility of functional MR imaging: preliminary results of prospective multi-institutional study performed by Biomedical Informatics Research Network","volume":"237","author":"Zou","year":"2005","journal-title":"Radiology"},{"key":"B90","doi-asserted-by":"publisher","first-page":"0106","DOI":"10.1007\/s00062-015-0445-4","article-title":"Diagnostische Genauigkeit der Interozeptions-fMRT zur Pr\u00e4diktion des Behandlungserfolgs einer kognitiven Verhaltenstherapie bei Patienten mit Panikst\u00f6rung und Agoraphobie (PD\/AG)","volume":"25","author":"Sundermann","year":"2015","journal-title":"Clin Neuroradiol"}],"container-title":["Frontiers in Psychiatry"],"original-title":[],"link":[{"URL":"http:\/\/journal.frontiersin.org\/article\/10.3389\/fpsyt.2017.00099\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,6,24]],"date-time":"2024-06-24T13:39:25Z","timestamp":1719236365000},"score":1,"resource":{"primary":{"URL":"http:\/\/journal.frontiersin.org\/article\/10.3389\/fpsyt.2017.00099\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,6,9]]},"references-count":90,"alternative-id":["10.3389\/fpsyt.2017.00099"],"URL":"https:\/\/doi.org\/10.3389\/fpsyt.2017.00099","relation":{},"ISSN":["1664-0640"],"issn-type":[{"value":"1664-0640","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,6,9]]},"article-number":"99"}}