{"id":"https://openalex.org/W7213638815","doi":"https://doi.org/10.1038/s41598-026-70047-x","title":"Psychotherapy remission prediction models show limited cross-clinic generalizability in routine outpatient care","display_name":"Psychotherapy remission prediction models show limited cross-clinic generalizability in routine outpatient care","publication_year":2026,"publication_date":"2026-09-19","ids":{"openalex":"https://openalex.org/W7213638815","doi":"https://doi.org/10.1038/s41598-026-70047-x"},"language":"en","primary_location":{"id":"doi:10.1038/s41598-026-70047-x","doi":"https://doi.org/10.1038/s41598-026-70047-x","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-026-70047-x","pdf_url":"https://www.nature.com/articles/s41598-026-70047-x.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","datacite","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41598-026-70047-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057955817","display_name":"Peter D. Weller","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I39343248","display_name":"Humboldt-Universit\u00e4t zu Berlin","ror":"https://ror.org/01hcx6992","country_code":"DE","type":"education","lineage":["https://openalex.org/I39343248"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Peter Weller","raw_affiliation_strings":["Department of Psychology, Humboldt-Universit\u00e4t zu Berlin, Unter den Linden 6, 10099, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, Humboldt-Universit\u00e4t zu Berlin, Unter den Linden 6, 10099, Berlin, Germany","institution_ids":["https://openalex.org/I39343248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052387980","display_name":"Kevin Hilbert","orcid":"https://orcid.org/0000-0002-7986-4113","observed_orcids":["https://orcid.org/0000-0002-7986-4113"]},"institutions":[{"id":"https://openalex.org/I4392021109","display_name":"HMU Health and Medical University Erfurt","ror":"https://ror.org/04kt7rq05","country_code":"DE","type":"education","lineage":["https://openalex.org/I4392021109"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kevin Hilbert","raw_affiliation_strings":["Department of Psychology, Health and Medical University Erfurt, Erfurt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, Health and Medical University Erfurt, Erfurt, Germany","institution_ids":["https://openalex.org/I4392021109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090379605","display_name":"Georg W. Alpers","orcid":"https://orcid.org/0000-0001-9896-5158","observed_orcids":["https://orcid.org/0000-0001-9896-5158"]},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Georg W. Alpers","raw_affiliation_strings":["Department of Psychology, School of Social Sciences, Universit\u00e4t Mannheim, Mannheim, Germany","Otto-Selz-Institut, Universit\u00e4t Mannheim, Mannheim, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, School of Social Sciences, Universit\u00e4t Mannheim, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]},{"raw_affiliation_string":"Otto-Selz-Institut, Universit\u00e4t Mannheim, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006758027","display_name":"Stephan Bartholdy","orcid":"https://orcid.org/0000-0002-1532-410X","observed_orcids":["https://orcid.org/0000-0002-1532-410X"]},"institutions":[{"id":"https://openalex.org/I36522303","display_name":"Universit\u00e4t Greifswald","ror":"https://ror.org/00r1edq15","country_code":"DE","type":"education","lineage":["https://openalex.org/I36522303"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stephan Bartholdy","raw_affiliation_strings":["Department of Psychology, University of Greifswald, Greifswald, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, University of Greifswald, Greifswald, Germany","institution_ids":["https://openalex.org/I36522303"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075357606","display_name":"Elisa Berger","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I197323543","display_name":"Johannes Gutenberg University Mainz","ror":"https://ror.org/023b0x485","country_code":"DE","type":"education","lineage":["https://openalex.org/I197323543"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Elisa Berger","raw_affiliation_strings":["Outpatient Department of Psychotherapy, Johannes Gutenberg-University, Mainz, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Outpatient Department of Psychotherapy, Johannes Gutenberg-University, Mainz, Germany","institution_ids":["https://openalex.org/I197323543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012160982","display_name":"Eva\u2010Lotta Brakemeier","orcid":"https://orcid.org/0000-0001-9589-3697","observed_orcids":["https://orcid.org/0000-0001-9589-3697"]},"institutions":[{"id":"https://openalex.org/I36522303","display_name":"Universit\u00e4t Greifswald","ror":"https://ror.org/00r1edq15","country_code":"DE","type":"education","lineage":["https://openalex.org/I36522303"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Eva-Lotta Brakemeier","raw_affiliation_strings":["Department of Psychology, University of Greifswald, Greifswald, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, University of Greifswald, Greifswald, Germany","institution_ids":["https://openalex.org/I36522303"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002257062","display_name":"Anne\u2010Kathrin Br\u00e4scher","orcid":"https://orcid.org/0000-0002-2621-5689","observed_orcids":["https://orcid.org/0000-0002-2621-5689"]},"institutions":[{"id":"https://openalex.org/I197323543","display_name":"Johannes Gutenberg University Mainz","ror":"https://ror.org/023b0x485","country_code":"DE","type":"education","lineage":["https://openalex.org/I197323543"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anne-Kathrin Br\u00e4scher","raw_affiliation_strings":["Department of Clinical Psychology, Psychotherapy, and Experimental Psychopathology, University of Mainz, Mainz, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Clinical Psychology, Psychotherapy, and Experimental Psychopathology, University of Mainz, Mainz, Germany","institution_ids":["https://openalex.org/I197323543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047805609","display_name":"Timo Brockmeyer","orcid":"https://orcid.org/0000-0003-2544-7610","observed_orcids":["https://orcid.org/0000-0003-2544-7610"]},"institutions":[{"id":"https://openalex.org/I22465464","display_name":"University of M\u00fcnster","ror":"https://ror.org/00pd74e08","country_code":"DE","type":"education","lineage":["https://openalex.org/I22465464"]},{"id":"https://openalex.org/I74656192","display_name":"University of G\u00f6ttingen","ror":"https://ror.org/01y9bpm73","country_code":"DE","type":"education","lineage":["https://openalex.org/I74656192"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Timo Brockmeyer","raw_affiliation_strings":["Clinical Psychology and Psychotherapy, University of Goettingen, Goettingen, Germany","Clinical Psychology and Translational Psychotherapy, University of M\u00fcnster, Munster, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Psychology and Psychotherapy, University of Goettingen, Goettingen, Germany","institution_ids":["https://openalex.org/I74656192"]},{"raw_affiliation_string":"Clinical Psychology and Translational Psychotherapy, University of M\u00fcnster, Munster, Germany","institution_ids":["https://openalex.org/I22465464"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071484711","display_name":"Hanna Christiansen","orcid":"https://orcid.org/0000-0002-8104-0711","observed_orcids":["https://orcid.org/0000-0002-8104-0711"]},"institutions":[{"id":"https://openalex.org/I161103922","display_name":"Philipps University of Marburg","ror":"https://ror.org/01rdrb571","country_code":"DE","type":"education","lineage":["https://openalex.org/I161103922"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hanna Christiansen","raw_affiliation_strings":["Department of Clinical Child and Adolescent Psychology, Philipps University Marburg, Marburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Clinical Child and Adolescent Psychology, Philipps University Marburg, Marburg, Germany","institution_ids":["https://openalex.org/I161103922"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009087942","display_name":"Monika Equit","orcid":"https://orcid.org/0000-0002-7213-5962","observed_orcids":["https://orcid.org/0000-0002-7213-5962"]},"institutions":[{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Monika Equit","raw_affiliation_strings":["Division of Clinical Psychology and Psychotherapy, Department of Psychology, Saarland University, Saarbr\u00fccken, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Clinical Psychology and Psychotherapy, Department of Psychology, Saarland University, Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I91712215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084699702","display_name":"Lydia Fehm","orcid":"https://orcid.org/0000-0002-0825-8466","observed_orcids":["https://orcid.org/0000-0002-0825-8466"]},"institutions":[{"id":"https://openalex.org/I39343248","display_name":"Humboldt-Universit\u00e4t zu Berlin","ror":"https://ror.org/01hcx6992","country_code":"DE","type":"education","lineage":["https://openalex.org/I39343248"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lydia Fehm","raw_affiliation_strings":["Center for Psychotherapy at the Institute of Psychology (ZPHU), Humboldt-Universit\u00e4t zu Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Psychotherapy at the Institute of Psychology (ZPHU), Humboldt-Universit\u00e4t zu Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I39343248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067475888","display_name":"Thomas Forkmann","orcid":"https://orcid.org/0000-0001-9942-2016","observed_orcids":["https://orcid.org/0000-0001-9942-2016"]},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Thomas Forkmann","raw_affiliation_strings":["Department of Clinical Psychology and Psychotherapy, University of Duisburg-Essen, Duisburg/Essen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Clinical Psychology and Psychotherapy, University of Duisburg-Essen, Duisburg/Essen, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000483561","display_name":"Julia Anna Glombiewski","orcid":"https://orcid.org/0000-0001-8037-398X","observed_orcids":["https://orcid.org/0000-0001-8037-398X","https://orcid.org/0000-0001-8779-6205"]},"institutions":[{"id":"https://openalex.org/I4387152675","display_name":"Rheinland-Pf\u00e4lzische Technische Universit\u00e4t Kaiserslautern-Landau","ror":"https://ror.org/01qrts582","country_code":"DE","type":"education","lineage":["https://openalex.org/I4387152675"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Julia Anna Glombiewski","raw_affiliation_strings":["Clinical Child and Adolescent Psychology and Psychotherapy, University of Kaiserslautern-Landau, Kaiserslautern, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Child and Adolescent Psychology and Psychotherapy, University of Kaiserslautern-Landau, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I4387152675"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005999984","display_name":"Sylvia Helbig\u2010Lang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sylvia Helbig-Lang","raw_affiliation_strings":["Psychotherapy Training Program (PTA Hamburg) at Clinical Psychology and Psychotherapy, Faculty of Psychology and Movement Science, University of Hamburg, Hamburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Psychotherapy Training Program (PTA Hamburg) at Clinical Psychology and Psychotherapy, Faculty of Psychology and Movement Science, University of Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066522017","display_name":"Andrea Hermann","orcid":"https://orcid.org/0000-0003-3186-7777","observed_orcids":["https://orcid.org/0000-0003-3186-7777"]},"institutions":[{"id":"https://openalex.org/I200763008","display_name":"Justus-Liebig-Universit\u00e4t Gie\u00dfen","ror":"https://ror.org/033eqas34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200763008"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andrea Hermann","raw_affiliation_strings":["Psychotherapy and Systems Neuroscience, Department of Psychology, Justus Liebig University of Giessen, Giessen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Psychotherapy and Systems Neuroscience, Department of Psychology, Justus Liebig University of Giessen, Giessen, Germany","institution_ids":["https://openalex.org/I200763008"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084455987","display_name":"J\u00fcrgen Hoyer","orcid":"https://orcid.org/0000-0002-1697-6732","observed_orcids":["https://orcid.org/0000-0002-1697-6732"]},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"J\u00fcrgen Hoyer","raw_affiliation_strings":["Clinical Psychology and Psychotherapy, Technische Universit\u00e4t Dresden, Dresden, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Psychology and Psychotherapy, Technische Universit\u00e4t Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020412972","display_name":"Tina In\u2010Albon","orcid":"https://orcid.org/0000-0002-2070-8458","observed_orcids":["https://orcid.org/0000-0002-2070-8458"]},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tina In-Albon","raw_affiliation_strings":["Department of Psychology, School of Social Sciences, Universit\u00e4t Mannheim, Mannheim, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, School of Social Sciences, Universit\u00e4t Mannheim, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111864645","display_name":"Anke Kirsch","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anke Kirsch","raw_affiliation_strings":["Division of Clinical Psychology and Psychotherapy, Department of Psychology, Saarland University, Saarbr\u00fccken, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Clinical Psychology and Psychotherapy, Department of Psychology, Saarland University, Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I91712215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061507458","display_name":"Tim Klucken","orcid":"https://orcid.org/0000-0003-2433-6652","observed_orcids":["https://orcid.org/0000-0003-2433-6652"]},"institutions":[{"id":"https://openalex.org/I206895457","display_name":"University of Siegen","ror":"https://ror.org/02azyry73","country_code":"DE","type":"education","lineage":["https://openalex.org/I206895457"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tim Klucken","raw_affiliation_strings":["Department of Clinical Psychology and Psychotherapy, University of Siegen, Siegen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Clinical Psychology and Psychotherapy, University of Siegen, Siegen, Germany","institution_ids":["https://openalex.org/I206895457"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126024862","display_name":"Tania Marie Lincoln","orcid":"https://orcid.org/0000-0002-6674-2440","observed_orcids":["https://orcid.org/0000-0002-6674-2440"]},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tania Lincoln","raw_affiliation_strings":["Psychotherapy Training Program (PTA Hamburg) at Clinical Psychology and Psychotherapy, Faculty of Psychology and Movement Science, University of Hamburg, Hamburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Psychotherapy Training Program (PTA Hamburg) at Clinical Psychology and Psychotherapy, Faculty of Psychology and Movement Science, University of Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062263038","display_name":"Wolfgang Lutz","orcid":"https://orcid.org/0000-0002-5141-3847","observed_orcids":["https://orcid.org/0000-0002-5141-3847"]},"institutions":[{"id":"https://openalex.org/I89864525","display_name":"Universit\u00e4t Trier","ror":"https://ror.org/02778hg05","country_code":"DE","type":"education","lineage":["https://openalex.org/I89864525"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wolfgang Lutz","raw_affiliation_strings":["Clinical Psychology and Psychotherapy, Department of Psychology, Trier University, Trier, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Psychology and Psychotherapy, Department of Psychology, Trier University, Trier, Germany","institution_ids":["https://openalex.org/I89864525"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049020628","display_name":"J\u00fcrgen Margraf","orcid":"https://orcid.org/0000-0001-5207-7016","observed_orcids":["https://orcid.org/0000-0001-5207-7016"]},"institutions":[{"id":"https://openalex.org/I155976169","display_name":"Witten/Herdecke University","ror":"https://ror.org/00yq55g44","country_code":"DE","type":"education","lineage":["https://openalex.org/I155976169"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"J\u00fcrgen Margraf","raw_affiliation_strings":["Department of Psychology and Psychotherapy, Clinical Psychology and Psychotherapy, Faculty of Health, Witten/Herdecke University, Witten, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology and Psychotherapy, Clinical Psychology and Psychotherapy, Faculty of Health, Witten/Herdecke University, Witten, Germany","institution_ids":["https://openalex.org/I155976169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016373531","display_name":"Patrizia Odyniec","orcid":"https://orcid.org/0000-0002-9444-7473","observed_orcids":["https://orcid.org/0000-0002-9444-7473"]},"institutions":[{"id":"https://openalex.org/I155976169","display_name":"Witten/Herdecke University","ror":"https://ror.org/00yq55g44","country_code":"DE","type":"education","lineage":["https://openalex.org/I155976169"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Patrizia Odyniec","raw_affiliation_strings":["Department of Psychology and Psychotherapy, Witten/Herdecke University, Witten, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology and Psychotherapy, Witten/Herdecke University, Witten, Germany","institution_ids":["https://openalex.org/I155976169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037034695","display_name":"Anya Pedersen","orcid":"https://orcid.org/0000-0002-5346-4234","observed_orcids":["https://orcid.org/0000-0002-5346-4234"]},"institutions":[{"id":"https://openalex.org/I32021983","display_name":"Christian-Albrechts-Universit\u00e4t zu Kiel","ror":"https://ror.org/04v76ef78","country_code":"DE","type":"education","lineage":["https://openalex.org/I32021983"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anya Pedersen","raw_affiliation_strings":["Clinical Psychology and Psychotherapy, University of Kiel, Kiel, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Psychology and Psychotherapy, University of Kiel, Kiel, Germany","institution_ids":["https://openalex.org/I32021983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112786001","display_name":"Anne Katrin Risch","orcid":"https://orcid.org/0009-0006-8513-640X","observed_orcids":["https://orcid.org/0009-0006-8513-640X"]},"institutions":[{"id":"https://openalex.org/I76198965","display_name":"Friedrich Schiller University Jena","ror":"https://ror.org/05qpz1x62","country_code":"DE","type":"education","lineage":["https://openalex.org/I76198965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anne-Katrin Risch","raw_affiliation_strings":["Department of Counseling and Clinical Intervention, Institute of Psychology, Friedrich Schiller University Jena, Jena, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Counseling and Clinical Intervention, Institute of Psychology, Friedrich Schiller University Jena, Jena, Germany","institution_ids":["https://openalex.org/I76198965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124755184","display_name":"Julian Rubel","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I170658231","display_name":"Osnabr\u00fcck University","ror":"https://ror.org/04qmmjx98","country_code":"DE","type":"education","lineage":["https://openalex.org/I170658231"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Julian Rubel","raw_affiliation_strings":["Institute of Psychology, Clinical Psychology and Psychotherapy, University of Osnabr\u00fcck, Osnabr\u00fcck, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Psychology, Clinical Psychology and Psychotherapy, University of Osnabr\u00fcck, Osnabr\u00fcck, Germany","institution_ids":["https://openalex.org/I170658231"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023387864","display_name":"Almut Rudolph","orcid":"https://orcid.org/0000-0002-2887-7168","observed_orcids":["https://orcid.org/0000-0002-2887-7168"]},"institutions":[{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Almut Rudolph","raw_affiliation_strings":["Clinical Psychology and Psychotherapy, Leipzig University, Leipzig, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Psychology and Psychotherapy, Leipzig University, Leipzig, Germany","institution_ids":["https://openalex.org/I926574661"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065566780","display_name":"Henning Sch\u00f6ttke","orcid":"https://orcid.org/0000-0003-0049-0217","observed_orcids":["https://orcid.org/0000-0003-0049-0217"]},"institutions":[{"id":"https://openalex.org/I170658231","display_name":"Osnabr\u00fcck University","ror":"https://ror.org/04qmmjx98","country_code":"DE","type":"education","lineage":["https://openalex.org/I170658231"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Henning Sch\u00f6ttke","raw_affiliation_strings":["Institute of Psychology, Clinical Psychology and Psychotherapy, University of Osnabr\u00fcck, Osnabr\u00fcck, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Psychology, Clinical Psychology and Psychotherapy, University of Osnabr\u00fcck, Osnabr\u00fcck, Germany","institution_ids":["https://openalex.org/I170658231"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089789546","display_name":"Lars Schulze","orcid":"https://orcid.org/0000-0003-4720-2411","observed_orcids":["https://orcid.org/0000-0003-4720-2411"]},"institutions":[{"id":"https://openalex.org/I75951250","display_name":"Freie Universit\u00e4t Berlin","ror":"https://ror.org/046ak2485","country_code":"DE","type":"education","lineage":["https://openalex.org/I75951250"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lars Schulze","raw_affiliation_strings":["Clinical Psychology and Psychotherapy, Freie Universit\u00e4t Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Psychology and Psychotherapy, Freie Universit\u00e4t Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I75951250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041658848","display_name":"Brian Schwartz","orcid":"https://orcid.org/0000-0003-4695-4953","observed_orcids":["https://orcid.org/0000-0003-4695-4953"]},"institutions":[{"id":"https://openalex.org/I89864525","display_name":"Universit\u00e4t Trier","ror":"https://ror.org/02778hg05","country_code":"DE","type":"education","lineage":["https://openalex.org/I89864525"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Brian Schwartz","raw_affiliation_strings":["Clinical Psychology and Psychotherapy, Department of Psychology, Trier University, Trier, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Psychology and Psychotherapy, Department of Psychology, Trier University, Trier, Germany","institution_ids":["https://openalex.org/I89864525"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135485750","display_name":"Rudolf Stark","orcid":"https://orcid.org/0000-0003-4299-5280","observed_orcids":["https://orcid.org/0000-0003-4299-5280"]},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Rudolf Stark","raw_affiliation_strings":["Clinical Psychology and Psychotherapy, Technische Universit\u00e4t Dresden, Dresden, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Psychology and Psychotherapy, Technische Universit\u00e4t Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007356008","display_name":"Tobias Teismann","orcid":"https://orcid.org/0000-0002-6498-7356","observed_orcids":["https://orcid.org/0000-0002-6498-7356"]},"institutions":[{"id":"https://openalex.org/I155976169","display_name":"Witten/Herdecke University","ror":"https://ror.org/00yq55g44","country_code":"DE","type":"education","lineage":["https://openalex.org/I155976169"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tobias Teismann","raw_affiliation_strings":["Department of Psychology and Psychotherapy, Clinical Psychology and Psychotherapy, Faculty of Health, Witten/Herdecke University, Witten, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology and Psychotherapy, Clinical Psychology and Psychotherapy, Faculty of Health, Witten/Herdecke University, Witten, Germany","institution_ids":["https://openalex.org/I155976169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019262477","display_name":"Julia Velten","orcid":"https://orcid.org/0000-0002-6822-767X","observed_orcids":["https://orcid.org/0000-0002-6822-767X","https://orcid.org/0000-0002-4207-4222"]},"institutions":[{"id":"https://openalex.org/I155976169","display_name":"Witten/Herdecke University","ror":"https://ror.org/00yq55g44","country_code":"DE","type":"education","lineage":["https://openalex.org/I155976169"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Julia Velten","raw_affiliation_strings":["Department of Psychology and Psychotherapy, Clinical Psychology and Psychotherapy, Faculty of Health, Witten/Herdecke University, Witten, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology and Psychotherapy, Clinical Psychology and Psychotherapy, Faculty of Health, Witten/Herdecke University, Witten, Germany","institution_ids":["https://openalex.org/I155976169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052904739","display_name":"Katja Werheid","orcid":"https://orcid.org/0000-0001-8087-5752","observed_orcids":["https://orcid.org/0000-0001-8087-5752"]},"institutions":[{"id":"https://openalex.org/I20121455","display_name":"Bielefeld University","ror":"https://ror.org/02hpadn98","country_code":"DE","type":"education","lineage":["https://openalex.org/I20121455"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Katja Werheid","raw_affiliation_strings":["Department of Psychology, Bielefeld University, Bielefeld, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, Bielefeld University, Bielefeld, Germany","institution_ids":["https://openalex.org/I20121455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088540246","display_name":"Ulrike Willutzki","orcid":"https://orcid.org/0000-0002-0149-4554","observed_orcids":["https://orcid.org/0000-0002-0149-4554"]},"institutions":[{"id":"https://openalex.org/I155976169","display_name":"Witten/Herdecke University","ror":"https://ror.org/00yq55g44","country_code":"DE","type":"education","lineage":["https://openalex.org/I155976169"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ulrike Willutzki","raw_affiliation_strings":["Department of Psychology and Psychotherapy, Clinical Psychology and Psychotherapy, Faculty of Health, Witten/Herdecke University, Witten, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology and Psychotherapy, Clinical Psychology and Psychotherapy, Faculty of Health, Witten/Herdecke University, Witten, Germany","institution_ids":["https://openalex.org/I155976169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029822956","display_name":"Gabriele Wilz","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I76198965","display_name":"Friedrich Schiller University Jena","ror":"https://ror.org/05qpz1x62","country_code":"DE","type":"education","lineage":["https://openalex.org/I76198965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gabriele Wilz","raw_affiliation_strings":["Department of Counseling and Clinical Intervention, Institute of Psychology, Friedrich Schiller University Jena, Jena, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Counseling and Clinical Intervention, Institute of Psychology, Friedrich Schiller University Jena, Jena, Germany","institution_ids":["https://openalex.org/I76198965"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011492116","display_name":"Ulrike Lueken","orcid":"https://orcid.org/0000-0003-1564-4012","observed_orcids":["https://orcid.org/0000-0003-1564-4012"]},"institutions":[{"id":"https://openalex.org/I39343248","display_name":"Humboldt-Universit\u00e4t zu Berlin","ror":"https://ror.org/01hcx6992","country_code":"DE","type":"education","lineage":["https://openalex.org/I39343248"]},{"id":"https://openalex.org/I4405258522","display_name":"Deutsches Zentrum f\u00fcr Psychische Gesundheit","ror":"https://ror.org/00tkfw097","country_code":"DE","type":"nonprofit","lineage":["https://openalex.org/I4405256427","https://openalex.org/I4405258522"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ulrike Lueken","raw_affiliation_strings":["Department of Psychology, Humboldt-Universit\u00e4t zu Berlin, Unter den Linden 6, 10099, Berlin, Germany","German Center for Mental Health (DZPG), partner site Berlin-Potsdam, Potsdam, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, Humboldt-Universit\u00e4t zu Berlin, Unter den Linden 6, 10099, Berlin, Germany","institution_ids":["https://openalex.org/I39343248"]},{"raw_affiliation_string":"German Center for Mental Health (DZPG), partner site Berlin-Potsdam, Potsdam, Germany","institution_ids":["https://openalex.org/I4405258522"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":24,"corresponding_author_ids":["https://openalex.org/A5057955817"],"corresponding_institution_ids":["https://openalex.org/I39343248"],"apc_list":{"value":2690,"currency":"USD","value_usd":2690},"apc_paid":{"value":2690,"currency":"USD","value_usd":2690},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"16","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10214","display_name":"Psychotherapy Techniques and Applications","score":0.9550999999046326,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10214","display_name":"Psychotherapy Techniques and Applications","score":0.9550999999046326,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10853","display_name":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","score":0.012500000186264515,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10272","display_name":"Mental Health Treatment and Access","score":0.004699999932199717,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/psychotherapy-outcome-prediction","display_name":"psychotherapy outcome prediction","score":0.9649999737739563},{"id":"https://openalex.org/keywords/remission-prediction","display_name":"remission prediction","score":0.8610000014305115},{"id":"https://openalex.org/keywords/internalizing-disorders","display_name":"internalizing disorders","score":0.8320000171661377},{"id":"https://openalex.org/keywords/outpatient-psychotherapy","display_name":"outpatient psychotherapy","score":0.718999981880188},{"id":"https://openalex.org/keywords/predictive-model-performance","display_name":"prediction model performance","score":0.49300000071525574},{"id":"https://openalex.org/keywords/clinical-utility","display_name":"clinical utility","score":0.39399999380111694},{"id":"https://openalex.org/keywords/penalized-logistic-regression","display_name":"penalized logistic regression","score":0.6029999852180481},{"id":"https://openalex.org/keywords/brier-score","display_name":"Brier score","score":0.5740000009536743}],"concepts":[{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.8743000030517578},{"id":"https://openalex.org/C35405484","wikidata":"https://www.wikidata.org/wiki/Q4967066","display_name":"Brier score","level":2,"score":0.6790000200271606},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.5834000110626221},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.48559999465942383},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.4510999917984009},{"id":"https://openalex.org/C154775046","wikidata":"https://www.wikidata.org/wiki/Q188","display_name":"German","level":2,"score":0.4408000111579895},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.3815999925136566},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.37700000405311584},{"id":"https://openalex.org/C105054674","wikidata":"https://www.wikidata.org/wiki/Q3707381","display_name":"Mean difference","level":3,"score":0.37139999866485596},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.3644999861717224},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.3644999861717224},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.3580000102519989},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.34299999475479126},{"id":"https://openalex.org/C2984752397","wikidata":"https://www.wikidata.org/wiki/Q3259956","display_name":"Primary care","level":2,"score":0.32499998807907104},{"id":"https://openalex.org/C535046627","wikidata":"https://www.wikidata.org/wiki/Q30612","display_name":"Clinical trial","level":2,"score":0.313400000333786},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.31290000677108765},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.29739999771118164},{"id":"https://openalex.org/C30036603","wikidata":"https://www.wikidata.org/wiki/Q17125150","display_name":"Severity of illness","level":2,"score":0.29490000009536743},{"id":"https://openalex.org/C198433322","wikidata":"https://www.wikidata.org/wiki/Q3910099","display_name":"Predictive value of tests","level":2,"score":0.2808000147342682},{"id":"https://openalex.org/C2775969662","wikidata":"https://www.wikidata.org/wiki/Q7923600","display_name":"Veterans Affairs","level":2,"score":0.27219998836517334},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.2703000009059906},{"id":"https://openalex.org/C76318530","wikidata":"https://www.wikidata.org/wiki/Q16833590","display_name":"Area under the curve","level":2,"score":0.2671999931335449},{"id":"https://openalex.org/C124306116","wikidata":"https://www.wikidata.org/wiki/Q2512965","display_name":"Ambulatory care","level":3,"score":0.2639000117778778},{"id":"https://openalex.org/C167085575","wikidata":"https://www.wikidata.org/wiki/Q6803654","display_name":"Mean squared prediction error","level":2,"score":0.26179999113082886},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2597000002861023},{"id":"https://openalex.org/C111278954","wikidata":"https://www.wikidata.org/wiki/Q17069312","display_name":"Minimal clinically important difference","level":3,"score":0.2567000091075897}],"mesh":[],"locations_count":9,"locations":[{"id":"doi:10.1038/s41598-026-70047-x","doi":"https://doi.org/10.1038/s41598-026-70047-x","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-026-70047-x","pdf_url":"https://www.nature.com/articles/s41598-026-70047-x.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},{"id":"pmh:oai:ub-madoc.bib.uni-mannheim.de:99192","doi":null,"is_oa":true,"landing_page_url":"https://madoc.bib.uni-mannheim.de/99192/1/s41598-026-70047-x.pdf","pdf_url":"https://madoc.bib.uni-mannheim.de/99192/1/s41598-026-70047-x.pdf","source":{"id":"https://openalex.org/S4377196315","display_name":"MADOC (University of Mannheim)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I177802217","host_organization_name":"University of Mannheim","host_organization_lineage":["https://openalex.org/I177802217"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Zeitschriftenartikel"},{"id":"pmh:oai:bibliographie.ub.uni-due.de:ubo_mods_00247171","doi":null,"is_oa":false,"landing_page_url":"https://www.scopus.com/inward/record.url?partnerID=HzOxMe3b&origin=inward&scp=105051344786","pdf_url":null,"source":{"id":"https://openalex.org/S7407055102","display_name":"Universit\u00e4tsbibliographie, Universit\u00e4t Duisburg-Essen","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:005740d84efa4390bf925d688144b185","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/005740d84efa4390bf925d688144b185","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scientific Reports, Vol 16, Iss 1 (2026)","raw_type":"article"},{"id":"pmh:oai:edoc.hu-berlin.de:18452/39749","doi":null,"is_oa":true,"landing_page_url":"https://edoc.hu-berlin.de/18452/39749","pdf_url":null,"source":{"id":"https://openalex.org/S4306400923","display_name":"edoc Publication server (Humboldt University of Berlin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I39343248","host_organization_name":"Humboldt-Universit\u00e4t zu Berlin","host_organization_lineage":["https://openalex.org/I39343248"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:pub.uni-bielefeld.de:3020845","doi":null,"is_oa":false,"landing_page_url":"https://pub.uni-bielefeld.de/record/3020845","pdf_url":null,"source":{"id":"https://openalex.org/S4306401624","display_name":"Publikationen an der Universit\u00e4t Bielefeld (Universit\u00e4t Bielefeld)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I20121455","host_organization_name":"Bielefeld University","host_organization_lineage":["https://openalex.org/I20121455"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"http://purl.org/coar/resource_type/c_6501"},{"id":"pmh:oai:refubium.fu-berlin.de:fub188/54158","doi":null,"is_oa":true,"landing_page_url":"https://refubium.fu-berlin.de/handle/fub188/54158","pdf_url":null,"source":{"id":"https://openalex.org/S4306402444","display_name":"Refubium (Universit\u00e4tsbibliothek der Freien Universit\u00e4t Berlin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I75951250","host_organization_name":"Freie Universit\u00e4t Berlin","host_organization_lineage":["https://openalex.org/I75951250"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doc-type:article"},{"id":"doi:10.17169/refubium-53896","doi":"https://doi.org/10.17169/refubium-53896","is_oa":true,"landing_page_url":"https://doi.org/10.17169/refubium-53896","pdf_url":null,"source":{"id":"https://openalex.org/S7407052913","display_name":"Universit\u00e4tsbibliothek der FU Berlin Hochschulschriftenstelle u. Dokumentenserver","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},{"id":"doi:10.18452/39075","doi":"https://doi.org/10.18452/39075","is_oa":true,"landing_page_url":"https://doi.org/10.18452/39075","pdf_url":null,"source":{"id":"https://openalex.org/S4306400923","display_name":"edoc Publication server (Humboldt University of Berlin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I39343248","host_organization_name":"Humboldt-Universit\u00e4t zu Berlin","host_organization_lineage":["https://openalex.org/I39343248"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.1038/s41598-026-70047-x","doi":"https://doi.org/10.1038/s41598-026-70047-x","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-026-70047-x","pdf_url":"https://www.nature.com/articles/s41598-026-70047-x.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.98580002784729,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7213638815.pdf","grobid_xml":"https://content.openalex.org/works/W7213638815.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W1977465442","https://openalex.org/W1981552604","https://openalex.org/W2064794182","https://openalex.org/W2104039704","https://openalex.org/W2119910794","https://openalex.org/W2130644475","https://openalex.org/W2164104699","https://openalex.org/W2322983841","https://openalex.org/W2346528861","https://openalex.org/W2599264051","https://openalex.org/W2781021005","https://openalex.org/W2895703609","https://openalex.org/W2907554860","https://openalex.org/W2995360720","https://openalex.org/W3046922132","https://openalex.org/W3102211106","https://openalex.org/W3138321717","https://openalex.org/W3160467094","https://openalex.org/W4223964620","https://openalex.org/W4280525119","https://openalex.org/W4292994768","https://openalex.org/W4294011802","https://openalex.org/W4304005710","https://openalex.org/W4368618154","https://openalex.org/W4381050850","https://openalex.org/W4383218409","https://openalex.org/W4385576721","https://openalex.org/W4389043143","https://openalex.org/W4389682388","https://openalex.org/W4390734451","https://openalex.org/W4390876555","https://openalex.org/W4399521615","https://openalex.org/W4401416284","https://openalex.org/W4402240559","https://openalex.org/W4403788233","https://openalex.org/W7214161018"],"related_works":["https://openalex.org/W7204089209","https://openalex.org/W287060778","https://openalex.org/W4405080154","https://openalex.org/W4390734451","https://openalex.org/W4390790096","https://openalex.org/W2794726578","https://openalex.org/W7135313940","https://openalex.org/W2995360720","https://openalex.org/W7223191769","https://openalex.org/W4280525119"],"abstract_inverted_index":{"Abstract":[0],"Clinical":[1],"prediction":[2,32,136],"models":[3,51],"for":[4,128],"psychotherapy":[5,150],"outcomes":[6],"have":[7],"the":[8,145],"potential":[9],"to":[10,95,110],"assist":[11],"therapists":[12],"in":[13,36,56,90,99],"planning":[14],"a":[15,139],"patient\u2019s":[16],"individual":[17],"treatment,":[18],"but":[19,112],"their":[20],"clinical":[21,155],"utility":[22],"depends":[23],"on":[24],"maintaining":[25],"predictive":[26],"performance":[27,123],"across":[28,43,153],"settings.":[29,156],"We":[30],"assessed":[31],"of":[33,148],"post-treatment":[34],"remission":[35],"2,002":[37],"patients":[38],"with":[39],"internalizing":[40],"disorders":[41],"treated":[42],"eight":[44],"German":[45],"university":[46],"outpatient":[47],"clinics.":[48],"Penalized":[49],"logistic-regression":[50],"were":[52],"evaluated":[53],"within":[54],"clinics,":[55,65,101],"pooled":[57],"clinic":[58],"data,":[59],"and":[60,73,82,88,97,130],"using":[61],"leave-one-clinic-out":[62,78],"validation.":[63],"Within":[64],"mean":[66,80,104],"AUC":[67,81],"was":[68,115,125],"0.67,":[69],"balanced":[70,83],"accuracy":[71,84],"0.62,":[72],"Brier":[74,105],"score":[75,106],"0.21.":[76],"In":[77],"validation,":[79],"declined":[85],"from":[86,108],"0.60":[87],"0.57":[89],"corresponding":[91],"held-out":[92,100],"test":[93],"samples":[94],"0.53":[96],"0.52":[98],"respectively.":[102],"The":[103],"increased":[107],"0.23":[109],"0.25,":[111],"this":[113],"difference":[114],"not":[116],"statistically":[117],"significant":[118],"(p":[119],"=":[120],"0.18).":[121],"Cross-clinic":[122],"loss":[124],"therefore":[126],"clearest":[127],"discrimination":[129],"threshold-dependent":[131],"classification,":[132],"while":[133],"overall":[134],"probabilistic":[135],"error":[137],"showed":[138],"smaller":[140],"change.":[141],"These":[142],"findings":[143],"highlight":[144],"broader":[146],"challenge":[147],"transporting":[149],"outcome":[151],"predictions":[152],"heterogeneous":[154]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-09-20T00:00:00"}
