Machine learning-based mortality risk assessment in first-episode bipolar disorder: a transdiagnostic external validation study Article Swipe

View

Johannes Lieslehto , Jari Tiihonen , Markku Lähteenvuo , Alexander Kautzky , Aemal Akhtar , Bergný Ármannsdóttir , Stefan Leucht , Christoph U. Correll , Ellenor Mittendorfer‐Rutz , Antti O. Tanskanen , Heidi Taipale ·

YOU? · · 2025 · Open Access · · DOI: https://doi.org/10.1016/j.eclinm.2025.103108

Related Topics

Concepts

Medicine Bipolar disorder Risk assessment Psychiatry Mood Computer security Computer science

Metadata

Type: article
Language: en
Landing Page: https://doi.org/10.1016/j.eclinm.2025.103108
OA Status: gold
Cited By: 3
References: 31
Related Works: 10
OpenAlex ID: https://openalex.org/W4407519383

All OpenAlex metadata

Raw OpenAlex JSON

OpenAlex ID: https://openalex.org/W4407519383

Canonical identifier for this work in OpenAlex
DOI: https://doi.org/10.1016/j.eclinm.2025.103108

Digital Object Identifier
Title: Machine learning-based mortality risk assessment in first-episode bipolar disorder: a transdiagnostic external validation study

Work title
Type: article

OpenAlex work type
Language: en

Primary language
Publication year: 2025

Year of publication
Publication date: 2025-02-13

Full publication date if available
Authors: Johannes Lieslehto, Jari Tiihonen, Markku Lähteenvuo, Alexander Kautzky, Aemal Akhtar, Bergný Ármannsdóttir, Stefan Leucht, Christoph U. Correll, Ellenor Mittendorfer‐Rutz, Antti O. Tanskanen, Heidi Taipale

List of authors in order
Landing page: https://doi.org/10.1016/j.eclinm.2025.103108

Publisher landing page
Open access: Yes

Whether a free full text is available
OA status: gold

Open access status per OpenAlex
OA URL: https://doi.org/10.1016/j.eclinm.2025.103108

Direct OA link when available
Concepts: Medicine, Bipolar disorder, Risk assessment, Psychiatry, Mood, Computer security, Computer science

Top concepts (fields/topics) attached by OpenAlex
Cited by: 3

Total citation count in OpenAlex
Citations by year (recent): 2025: 3

Per-year citation counts (last 5 years)
References (count): 31

Number of works referenced by this work
Related works (count): 10

Other works algorithmically related by OpenAlex

Full payload

id	https://openalex.org/W4407519383
doi	https://doi.org/10.1016/j.eclinm.2025.103108
ids.doi	https://doi.org/10.1016/j.eclinm.2025.103108
ids.pmid	https://pubmed.ncbi.nlm.nih.gov/40034574
ids.openalex	https://openalex.org/W4407519383
fwci	14.13962769
type	article
title	Machine learning-based mortality risk assessment in first-episode bipolar disorder: a transdiagnostic external validation study
biblio.issue
biblio.volume	81
biblio.last_page	103108
biblio.first_page	103108
topics[0].id	https://openalex.org/T10854
topics[0].field.id	https://openalex.org/fields/27
topics[0].field.display_name	Medicine
topics[0].score	1.0
topics[0].domain.id	https://openalex.org/domains/4
topics[0].domain.display_name	Health Sciences
topics[0].subfield.id	https://openalex.org/subfields/2738
topics[0].subfield.display_name	Psychiatry and Mental health
topics[0].display_name	Bipolar Disorder and Treatment
topics[1].id	https://openalex.org/T11921
topics[1].field.id	https://openalex.org/fields/27
topics[1].field.display_name	Medicine
topics[1].score	0.98089998960495
topics[1].domain.id	https://openalex.org/domains/4
topics[1].domain.display_name	Health Sciences
topics[1].subfield.id	https://openalex.org/subfields/2738
topics[1].subfield.display_name	Psychiatry and Mental health
topics[1].display_name	Electroconvulsive Therapy Studies
topics[2].id	https://openalex.org/T10023
topics[2].field.id	https://openalex.org/fields/27
topics[2].field.display_name	Medicine
topics[2].score	0.9736999869346619
topics[2].domain.id	https://openalex.org/domains/4
topics[2].domain.display_name	Health Sciences
topics[2].subfield.id	https://openalex.org/subfields/2738
topics[2].subfield.display_name	Psychiatry and Mental health
topics[2].display_name	Schizophrenia research and treatment
funders[0].id	https://openalex.org/F4320310751
funders[0].ror	https://ror.org/0593mby10
funders[0].display_name	Suomen Lääketieteen Säätiö
funders[1].id	https://openalex.org/F4320335064
funders[1].ror	https://ror.org/05k73zm37
funders[1].display_name	Terveyden Tutkimuksen Toimikunta
is_xpac	False
apc_list.value	3500
apc_list.currency	USD
apc_list.value_usd	3500
apc_paid.value	3500
apc_paid.currency	USD
apc_paid.value_usd	3500
concepts[0].id	https://openalex.org/C71924100
concepts[0].level	0
concepts[0].score	0.9122108221054077
concepts[0].wikidata	https://www.wikidata.org/wiki/Q11190
concepts[0].display_name	Medicine
concepts[1].id	https://openalex.org/C2776174506
concepts[1].level	3
concepts[1].score	0.6553357839584351
concepts[1].wikidata	https://www.wikidata.org/wiki/Q131755
concepts[1].display_name	Bipolar disorder
concepts[2].id	https://openalex.org/C12174686
concepts[2].level	2
concepts[2].score	0.424116849899292
concepts[2].wikidata	https://www.wikidata.org/wiki/Q1058438
concepts[2].display_name	Risk assessment
concepts[3].id	https://openalex.org/C118552586
concepts[3].level	1
concepts[3].score	0.3435189127922058
concepts[3].wikidata	https://www.wikidata.org/wiki/Q7867
concepts[3].display_name	Psychiatry
concepts[4].id	https://openalex.org/C2780733359
concepts[4].level	2
concepts[4].score	0.072296142578125
concepts[4].wikidata	https://www.wikidata.org/wiki/Q331769
concepts[4].display_name	Mood
concepts[5].id	https://openalex.org/C38652104
concepts[5].level	1
concepts[5].score	0.0698920488357544
concepts[5].wikidata	https://www.wikidata.org/wiki/Q3510521
concepts[5].display_name	Computer security
concepts[6].id	https://openalex.org/C41008148
concepts[6].level	0
concepts[6].score	0.0
concepts[6].wikidata	https://www.wikidata.org/wiki/Q21198
concepts[6].display_name	Computer science
keywords[0].id	https://openalex.org/keywords/medicine
keywords[0].score	0.9122108221054077
keywords[0].display_name	Medicine
keywords[1].id	https://openalex.org/keywords/bipolar-disorder
keywords[1].score	0.6553357839584351
keywords[1].display_name	Bipolar disorder
keywords[2].id	https://openalex.org/keywords/risk-assessment
keywords[2].score	0.424116849899292
keywords[2].display_name	Risk assessment
keywords[3].id	https://openalex.org/keywords/psychiatry
keywords[3].score	0.3435189127922058
keywords[3].display_name	Psychiatry
keywords[4].id	https://openalex.org/keywords/mood
keywords[4].score	0.072296142578125
keywords[4].display_name	Mood
keywords[5].id	https://openalex.org/keywords/computer-security
keywords[5].score	0.0698920488357544
keywords[5].display_name	Computer security
language	en
locations[0].id	doi:10.1016/j.eclinm.2025.103108
locations[0].is_oa	True
locations[0].source.id	https://openalex.org/S2898347799
locations[0].source.issn	2589-5370
locations[0].source.type	journal
locations[0].source.is_oa	True
locations[0].source.issn_l	2589-5370
locations[0].source.is_core	True
locations[0].source.is_in_doaj	True
locations[0].source.display_name	EClinicalMedicine
locations[0].source.host_organization	https://openalex.org/P4310320990
locations[0].source.host_organization_name	Elsevier BV
locations[0].source.host_organization_lineage	https://openalex.org/P4310320990
locations[0].source.host_organization_lineage_names	Elsevier BV
locations[0].license	cc-by
locations[0].pdf_url
locations[0].version	publishedVersion
locations[0].raw_type	journal-article
locations[0].license_id	https://openalex.org/licenses/cc-by
locations[0].is_accepted	True
locations[0].is_published	True
locations[0].raw_source_name	eClinicalMedicine
locations[0].landing_page_url	https://doi.org/10.1016/j.eclinm.2025.103108
locations[1].id	pmid:40034574
locations[1].is_oa	False
locations[1].source.id	https://openalex.org/S4306525036
locations[1].source.issn
locations[1].source.type	repository
locations[1].source.is_oa	False
locations[1].source.issn_l
locations[1].source.is_core	False
locations[1].source.is_in_doaj	False
locations[1].source.display_name	PubMed
locations[1].source.host_organization	https://openalex.org/I1299303238
locations[1].source.host_organization_name	National Institutes of Health
locations[1].source.host_organization_lineage	https://openalex.org/I1299303238
locations[1].license
locations[1].pdf_url
locations[1].version	publishedVersion
locations[1].raw_type
locations[1].license_id
locations[1].is_accepted	True
locations[1].is_published	True
locations[1].raw_source_name	EClinicalMedicine
locations[1].landing_page_url	https://pubmed.ncbi.nlm.nih.gov/40034574
locations[2].id	pmh:oai:pubmedcentral.nih.gov:11874523
locations[2].is_oa	True
locations[2].source.id	https://openalex.org/S2764455111
locations[2].source.issn
locations[2].source.type	repository
locations[2].source.is_oa	False
locations[2].source.issn_l
locations[2].source.is_core	False
locations[2].source.is_in_doaj	False
locations[2].source.display_name	PubMed Central
locations[2].source.host_organization	https://openalex.org/I1299303238
locations[2].source.host_organization_name	National Institutes of Health
locations[2].source.host_organization_lineage	https://openalex.org/I1299303238
locations[2].license	other-oa
locations[2].pdf_url
locations[2].version	submittedVersion
locations[2].raw_type	Text
locations[2].license_id	https://openalex.org/licenses/other-oa
locations[2].is_accepted	False
locations[2].is_published	False
locations[2].raw_source_name	eClinicalMedicine
locations[2].landing_page_url	https://www.ncbi.nlm.nih.gov/pmc/articles/11874523
indexed_in	crossref, doaj, pubmed
authorships[0].author.id	https://openalex.org/A5082874288
authorships[0].author.orcid	https://orcid.org/0000-0001-8258-8458
authorships[0].author.display_name	Johannes Lieslehto
authorships[0].countries	FI, SE
authorships[0].affiliations[0].institution_ids	https://openalex.org/I175532246, https://openalex.org/I2801564471
authorships[0].affiliations[0].raw_affiliation_string	Department of Forensic Psychiatry, University of Eastern Finland, Niuvanniemi Hospital, Kuopio, Finland.
authorships[0].affiliations[1].institution_ids	https://openalex.org/I28166907
authorships[0].affiliations[1].raw_affiliation_string	Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
authorships[0].affiliations[2].institution_ids	https://openalex.org/I133731052, https://openalex.org/I4210107997, https://openalex.org/I4210133586, https://openalex.org/I4389424196
authorships[0].affiliations[2].raw_affiliation_string	Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland.
authorships[0].institutions[0].id	https://openalex.org/I4389424196
authorships[0].institutions[0].ror
authorships[0].institutions[0].type
authorships[0].institutions[0].lineage	https://openalex.org/I4389424196
authorships[0].institutions[0].country_code
authorships[0].institutions[0].display_name	Deleted Institution
authorships[0].institutions[1].id	https://openalex.org/I4210107997
authorships[0].institutions[1].ror	https://ror.org/014rks409
authorships[0].institutions[1].type	education
authorships[0].institutions[1].lineage	https://openalex.org/I4210107997
authorships[0].institutions[1].country_code	FI
authorships[0].institutions[1].display_name	Finland University
authorships[0].institutions[2].id	https://openalex.org/I4210133586
authorships[0].institutions[2].ror	https://ror.org/030sbze61
authorships[0].institutions[2].type	facility
authorships[0].institutions[2].lineage	https://openalex.org/I133731052, https://openalex.org/I4210133586
authorships[0].institutions[2].country_code	FI
authorships[0].institutions[2].display_name	Institute for Molecular Medicine Finland
authorships[0].institutions[3].id	https://openalex.org/I2801564471
authorships[0].institutions[3].ror	https://ror.org/033c4qc49
authorships[0].institutions[3].type	healthcare
authorships[0].institutions[3].lineage	https://openalex.org/I2801564471
authorships[0].institutions[3].country_code	FI
authorships[0].institutions[3].display_name	Niuvanniemi Hospital
authorships[0].institutions[4].id	https://openalex.org/I175532246
authorships[0].institutions[4].ror	https://ror.org/00cyydd11
authorships[0].institutions[4].type	education
authorships[0].institutions[4].lineage	https://openalex.org/I175532246
authorships[0].institutions[4].country_code	FI
authorships[0].institutions[4].display_name	University of Eastern Finland
authorships[0].institutions[5].id	https://openalex.org/I133731052
authorships[0].institutions[5].ror	https://ror.org/040af2s02
authorships[0].institutions[5].type	education
authorships[0].institutions[5].lineage	https://openalex.org/I133731052
authorships[0].institutions[5].country_code	FI
authorships[0].institutions[5].display_name	University of Helsinki
authorships[0].institutions[6].id	https://openalex.org/I28166907
authorships[0].institutions[6].ror	https://ror.org/056d84691
authorships[0].institutions[6].type	education
authorships[0].institutions[6].lineage	https://openalex.org/I28166907
authorships[0].institutions[6].country_code	SE
authorships[0].institutions[6].display_name	Karolinska Institutet
authorships[0].author_position	first
authorships[0].raw_author_name	Johannes Lieslehto
authorships[0].is_corresponding	False
authorships[0].raw_affiliation_strings	Department of Forensic Psychiatry, University of Eastern Finland, Niuvanniemi Hospital, Kuopio, Finland., Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden., Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland.
authorships[1].author.id	https://openalex.org/A5072366449
authorships[1].author.orcid	https://orcid.org/0000-0002-0400-6798
authorships[1].author.display_name	Jari Tiihonen
authorships[1].countries	FI, SE
authorships[1].affiliations[0].institution_ids	https://openalex.org/I175532246, https://openalex.org/I2801564471
authorships[1].affiliations[0].raw_affiliation_string	Department of Forensic Psychiatry, University of Eastern Finland, Niuvanniemi Hospital, Kuopio, Finland.
authorships[1].affiliations[1].institution_ids	https://openalex.org/I2801939835
authorships[1].affiliations[1].raw_affiliation_string	Center for Psychiatry Research, Stockholm City Council, Stockholm, Sweden.
authorships[1].affiliations[2].institution_ids	https://openalex.org/I28166907
authorships[1].affiliations[2].raw_affiliation_string	Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
authorships[1].institutions[0].id	https://openalex.org/I2801564471
authorships[1].institutions[0].ror	https://ror.org/033c4qc49
authorships[1].institutions[0].type	healthcare
authorships[1].institutions[0].lineage	https://openalex.org/I2801564471
authorships[1].institutions[0].country_code	FI
authorships[1].institutions[0].display_name	Niuvanniemi Hospital
authorships[1].institutions[1].id	https://openalex.org/I175532246
authorships[1].institutions[1].ror	https://ror.org/00cyydd11
authorships[1].institutions[1].type	education
authorships[1].institutions[1].lineage	https://openalex.org/I175532246
authorships[1].institutions[1].country_code	FI
authorships[1].institutions[1].display_name	University of Eastern Finland
authorships[1].institutions[2].id	https://openalex.org/I28166907
authorships[1].institutions[2].ror	https://ror.org/056d84691
authorships[1].institutions[2].type	education
authorships[1].institutions[2].lineage	https://openalex.org/I28166907
authorships[1].institutions[2].country_code	SE
authorships[1].institutions[2].display_name	Karolinska Institutet
authorships[1].institutions[3].id	https://openalex.org/I2801939835
authorships[1].institutions[3].ror	https://ror.org/02zrae794
authorships[1].institutions[3].type	government
authorships[1].institutions[3].lineage	https://openalex.org/I2801939835
authorships[1].institutions[3].country_code	SE
authorships[1].institutions[3].display_name	Stockholm County Council
authorships[1].author_position	middle
authorships[1].raw_author_name	Jari Tiihonen
authorships[1].is_corresponding	False
authorships[1].raw_affiliation_strings	Center for Psychiatry Research, Stockholm City Council, Stockholm, Sweden., Department of Forensic Psychiatry, University of Eastern Finland, Niuvanniemi Hospital, Kuopio, Finland., Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
authorships[2].author.id	https://openalex.org/A5091611612
authorships[2].author.orcid	https://orcid.org/0000-0002-7244-145X
authorships[2].author.display_name	Markku Lähteenvuo
authorships[2].countries	FI
authorships[2].affiliations[0].institution_ids	https://openalex.org/I175532246, https://openalex.org/I2801564471
authorships[2].affiliations[0].raw_affiliation_string	Department of Forensic Psychiatry, University of Eastern Finland, Niuvanniemi Hospital, Kuopio, Finland.
authorships[2].institutions[0].id	https://openalex.org/I2801564471
authorships[2].institutions[0].ror	https://ror.org/033c4qc49
authorships[2].institutions[0].type	healthcare
authorships[2].institutions[0].lineage	https://openalex.org/I2801564471
authorships[2].institutions[0].country_code	FI
authorships[2].institutions[0].display_name	Niuvanniemi Hospital
authorships[2].institutions[1].id	https://openalex.org/I175532246
authorships[2].institutions[1].ror	https://ror.org/00cyydd11
authorships[2].institutions[1].type	education
authorships[2].institutions[1].lineage	https://openalex.org/I175532246
authorships[2].institutions[1].country_code	FI
authorships[2].institutions[1].display_name	University of Eastern Finland
authorships[2].author_position	middle
authorships[2].raw_author_name	Markku Lähteenvuo
authorships[2].is_corresponding	False
authorships[2].raw_affiliation_strings	Department of Forensic Psychiatry, University of Eastern Finland, Niuvanniemi Hospital, Kuopio, Finland.
authorships[3].author.id	https://openalex.org/A5010560919
authorships[3].author.orcid	https://orcid.org/0000-0001-9251-8285
authorships[3].author.display_name	Alexander Kautzky
authorships[3].countries	SE
authorships[3].affiliations[0].institution_ids	https://openalex.org/I28166907
authorships[3].affiliations[0].raw_affiliation_string	Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
authorships[3].institutions[0].id	https://openalex.org/I28166907
authorships[3].institutions[0].ror	https://ror.org/056d84691
authorships[3].institutions[0].type	education
authorships[3].institutions[0].lineage	https://openalex.org/I28166907
authorships[3].institutions[0].country_code	SE
authorships[3].institutions[0].display_name	Karolinska Institutet
authorships[3].author_position	middle
authorships[3].raw_author_name	Alexander Kautzky
authorships[3].is_corresponding	False
authorships[3].raw_affiliation_strings	Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
authorships[4].author.id	https://openalex.org/A5057979968
authorships[4].author.orcid	https://orcid.org/0000-0002-8510-3636
authorships[4].author.display_name	Aemal Akhtar
authorships[4].countries	SE
authorships[4].affiliations[0].institution_ids	https://openalex.org/I28166907
authorships[4].affiliations[0].raw_affiliation_string	Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
authorships[4].institutions[0].id	https://openalex.org/I28166907
authorships[4].institutions[0].ror	https://ror.org/056d84691
authorships[4].institutions[0].type	education
authorships[4].institutions[0].lineage	https://openalex.org/I28166907
authorships[4].institutions[0].country_code	SE
authorships[4].institutions[0].display_name	Karolinska Institutet
authorships[4].author_position	middle
authorships[4].raw_author_name	Aemal Akhtar
authorships[4].is_corresponding	False
authorships[4].raw_affiliation_strings	Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
authorships[5].author.id	https://openalex.org/A5093582379
authorships[5].author.orcid
authorships[5].author.display_name	Bergný Ármannsdóttir
authorships[5].countries	SE
authorships[5].affiliations[0].institution_ids	https://openalex.org/I28166907
authorships[5].affiliations[0].raw_affiliation_string	Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
authorships[5].institutions[0].id	https://openalex.org/I28166907
authorships[5].institutions[0].ror	https://ror.org/056d84691
authorships[5].institutions[0].type	education
authorships[5].institutions[0].lineage	https://openalex.org/I28166907
authorships[5].institutions[0].country_code	SE
authorships[5].institutions[0].display_name	Karolinska Institutet
authorships[5].author_position	middle
authorships[5].raw_author_name	Bergný Ármannsdóttir
authorships[5].is_corresponding	False
authorships[5].raw_affiliation_strings	Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
authorships[6].author.id	https://openalex.org/A5002251483
authorships[6].author.orcid	https://orcid.org/0000-0002-4934-4352
authorships[6].author.display_name	Stefan Leucht
authorships[6].countries	DE
authorships[6].affiliations[0].institution_ids	https://openalex.org/I62916508
authorships[6].affiliations[0].raw_affiliation_string	Department of Psychiatry and Psychotherapy, School of Medicine and Health, Technical University of Munich, Munich, Germany.
authorships[6].affiliations[1].raw_affiliation_string	German Center of Mental Health (DZPG), partner site Munich-Augsburg, Germany.
authorships[6].institutions[0].id	https://openalex.org/I62916508
authorships[6].institutions[0].ror	https://ror.org/02kkvpp62
authorships[6].institutions[0].type	education
authorships[6].institutions[0].lineage	https://openalex.org/I62916508
authorships[6].institutions[0].country_code	DE
authorships[6].institutions[0].display_name	Technical University of Munich
authorships[6].author_position	middle
authorships[6].raw_author_name	Stefan Leucht
authorships[6].is_corresponding	False
authorships[6].raw_affiliation_strings	Department of Psychiatry and Psychotherapy, School of Medicine and Health, Technical University of Munich, Munich, Germany., German Center of Mental Health (DZPG), partner site Munich-Augsburg, Germany.
authorships[7].author.id	https://openalex.org/A5056944189
authorships[7].author.orcid	https://orcid.org/0000-0002-7254-5646
authorships[7].author.display_name	Christoph U. Correll
authorships[7].countries	DE, US
authorships[7].affiliations[0].institution_ids	https://openalex.org/I7877124
authorships[7].affiliations[0].raw_affiliation_string	Department of Child and Adolescent Psychiatry, Charité - Universitätsmedizin Berlin, Berlin, Germany.
authorships[7].affiliations[1].raw_affiliation_string	German Center for Mental Health (DZPG), partner site Berlin, Germany.
authorships[7].affiliations[2].institution_ids	https://openalex.org/I1302444339, https://openalex.org/I4210166545
authorships[7].affiliations[2].raw_affiliation_string	Department of Psychiatry, The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, USA.
authorships[7].affiliations[3].institution_ids	https://openalex.org/I4210106353
authorships[7].affiliations[3].raw_affiliation_string	Department of Psychiatry and Molecular Medicine, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY, USA.
authorships[7].institutions[0].id	https://openalex.org/I7877124
authorships[7].institutions[0].ror	https://ror.org/001w7jn25
authorships[7].institutions[0].type	healthcare
authorships[7].institutions[0].lineage	https://openalex.org/I7877124
authorships[7].institutions[0].country_code	DE
authorships[7].institutions[0].display_name	Charité - Universitätsmedizin Berlin
authorships[7].institutions[1].id	https://openalex.org/I4210106353
authorships[7].institutions[1].ror	https://ror.org/01ff5td15
authorships[7].institutions[1].type	education
authorships[7].institutions[1].lineage	https://openalex.org/I1302444339, https://openalex.org/I139290212, https://openalex.org/I4210106353
authorships[7].institutions[1].country_code	US
authorships[7].institutions[1].display_name	Donald & Barbara Zucker School of Medicine at Hofstra/Northwell
authorships[7].institutions[2].id	https://openalex.org/I1302444339
authorships[7].institutions[2].ror	https://ror.org/02bxt4m23
authorships[7].institutions[2].type	healthcare
authorships[7].institutions[2].lineage	https://openalex.org/I1302444339
authorships[7].institutions[2].country_code	US
authorships[7].institutions[2].display_name	Northwell Health
authorships[7].institutions[3].id	https://openalex.org/I4210166545
authorships[7].institutions[3].ror	https://ror.org/05vh9vp33
authorships[7].institutions[3].type	healthcare
authorships[7].institutions[3].lineage	https://openalex.org/I1302444339, https://openalex.org/I4210166545
authorships[7].institutions[3].country_code	US
authorships[7].institutions[3].display_name	Zucker Hillside Hospital
authorships[7].author_position	middle
authorships[7].raw_author_name	Christoph U Correll
authorships[7].is_corresponding	False
authorships[7].raw_affiliation_strings	Department of Child and Adolescent Psychiatry, Charité - Universitätsmedizin Berlin, Berlin, Germany., Department of Psychiatry and Molecular Medicine, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY, USA., Department of Psychiatry, The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, USA., German Center for Mental Health (DZPG), partner site Berlin, Germany.
authorships[8].author.id	https://openalex.org/A5047541131
authorships[8].author.orcid	https://orcid.org/0000-0001-5227-0721
authorships[8].author.display_name	Ellenor Mittendorfer‐Rutz
authorships[8].countries	SE
authorships[8].affiliations[0].institution_ids	https://openalex.org/I28166907
authorships[8].affiliations[0].raw_affiliation_string	Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
authorships[8].institutions[0].id	https://openalex.org/I28166907
authorships[8].institutions[0].ror	https://ror.org/056d84691
authorships[8].institutions[0].type	education
authorships[8].institutions[0].lineage	https://openalex.org/I28166907
authorships[8].institutions[0].country_code	SE
authorships[8].institutions[0].display_name	Karolinska Institutet
authorships[8].author_position	middle
authorships[8].raw_author_name	Ellenor Mittendorfer-Rutz
authorships[8].is_corresponding	False
authorships[8].raw_affiliation_strings	Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
authorships[9].author.id	https://openalex.org/A5077285311
authorships[9].author.orcid	https://orcid.org/0000-0001-9861-3865
authorships[9].author.display_name	Antti O. Tanskanen
authorships[9].countries	FI, SE
authorships[9].affiliations[0].institution_ids	https://openalex.org/I2801939835
authorships[9].affiliations[0].raw_affiliation_string	Center for Psychiatry Research, Stockholm City Council, Stockholm, Sweden.
authorships[9].affiliations[1].institution_ids	https://openalex.org/I28166907
authorships[9].affiliations[1].raw_affiliation_string	Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
authorships[9].affiliations[2].institution_ids	https://openalex.org/I175532246, https://openalex.org/I2801564471
authorships[9].affiliations[2].raw_affiliation_string	Department of Forensic Psychiatry, University of Eastern Finland, Niuvanniemi Hospital, Kuopio, Finland.
authorships[9].institutions[0].id	https://openalex.org/I2801564471
authorships[9].institutions[0].ror	https://ror.org/033c4qc49
authorships[9].institutions[0].type	healthcare
authorships[9].institutions[0].lineage	https://openalex.org/I2801564471
authorships[9].institutions[0].country_code	FI
authorships[9].institutions[0].display_name	Niuvanniemi Hospital
authorships[9].institutions[1].id	https://openalex.org/I175532246
authorships[9].institutions[1].ror	https://ror.org/00cyydd11
authorships[9].institutions[1].type	education
authorships[9].institutions[1].lineage	https://openalex.org/I175532246
authorships[9].institutions[1].country_code	FI
authorships[9].institutions[1].display_name	University of Eastern Finland
authorships[9].institutions[2].id	https://openalex.org/I28166907
authorships[9].institutions[2].ror	https://ror.org/056d84691
authorships[9].institutions[2].type	education
authorships[9].institutions[2].lineage	https://openalex.org/I28166907
authorships[9].institutions[2].country_code	SE
authorships[9].institutions[2].display_name	Karolinska Institutet
authorships[9].institutions[3].id	https://openalex.org/I2801939835
authorships[9].institutions[3].ror	https://ror.org/02zrae794
authorships[9].institutions[3].type	government
authorships[9].institutions[3].lineage	https://openalex.org/I2801939835
authorships[9].institutions[3].country_code	SE
authorships[9].institutions[3].display_name	Stockholm County Council
authorships[9].author_position	middle
authorships[9].raw_author_name	Antti Tanskanen
authorships[9].is_corresponding	False
authorships[9].raw_affiliation_strings	Center for Psychiatry Research, Stockholm City Council, Stockholm, Sweden., Department of Forensic Psychiatry, University of Eastern Finland, Niuvanniemi Hospital, Kuopio, Finland., Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
authorships[10].author.id	https://openalex.org/A5063615584
authorships[10].author.orcid	https://orcid.org/0000-0002-3281-934X
authorships[10].author.display_name	Heidi Taipale
authorships[10].countries	FI, SE
authorships[10].affiliations[0].institution_ids	https://openalex.org/I175532246, https://openalex.org/I2801564471
authorships[10].affiliations[0].raw_affiliation_string	Department of Forensic Psychiatry, University of Eastern Finland, Niuvanniemi Hospital, Kuopio, Finland.
authorships[10].affiliations[1].institution_ids	https://openalex.org/I175532246
authorships[10].affiliations[1].raw_affiliation_string	University of Eastern Finland, School of Pharmacy, Kuopio, Finland.
authorships[10].affiliations[2].institution_ids	https://openalex.org/I28166907
authorships[10].affiliations[2].raw_affiliation_string	Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
authorships[10].affiliations[3].institution_ids	https://openalex.org/I2801939835
authorships[10].affiliations[3].raw_affiliation_string	Center for Psychiatry Research, Stockholm City Council, Stockholm, Sweden.
authorships[10].institutions[0].id	https://openalex.org/I2801564471
authorships[10].institutions[0].ror	https://ror.org/033c4qc49
authorships[10].institutions[0].type	healthcare
authorships[10].institutions[0].lineage	https://openalex.org/I2801564471
authorships[10].institutions[0].country_code	FI
authorships[10].institutions[0].display_name	Niuvanniemi Hospital
authorships[10].institutions[1].id	https://openalex.org/I175532246
authorships[10].institutions[1].ror	https://ror.org/00cyydd11
authorships[10].institutions[1].type	education
authorships[10].institutions[1].lineage	https://openalex.org/I175532246
authorships[10].institutions[1].country_code	FI
authorships[10].institutions[1].display_name	University of Eastern Finland
authorships[10].institutions[2].id	https://openalex.org/I28166907
authorships[10].institutions[2].ror	https://ror.org/056d84691
authorships[10].institutions[2].type	education
authorships[10].institutions[2].lineage	https://openalex.org/I28166907
authorships[10].institutions[2].country_code	SE
authorships[10].institutions[2].display_name	Karolinska Institutet
authorships[10].institutions[3].id	https://openalex.org/I2801939835
authorships[10].institutions[3].ror	https://ror.org/02zrae794
authorships[10].institutions[3].type	government
authorships[10].institutions[3].lineage	https://openalex.org/I2801939835
authorships[10].institutions[3].country_code	SE
authorships[10].institutions[3].display_name	Stockholm County Council
authorships[10].author_position	last
authorships[10].raw_author_name	Heidi Taipale
authorships[10].is_corresponding	False
authorships[10].raw_affiliation_strings	Center for Psychiatry Research, Stockholm City Council, Stockholm, Sweden., Department of Forensic Psychiatry, University of Eastern Finland, Niuvanniemi Hospital, Kuopio, Finland., Division of Insurance Medicine, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden., University of Eastern Finland, School of Pharmacy, Kuopio, Finland.
has_content.pdf	False
has_content.grobid_xml	False
is_paratext	False
open_access.is_oa	True
open_access.oa_url	https://doi.org/10.1016/j.eclinm.2025.103108
open_access.oa_status	gold
open_access.any_repository_has_fulltext	False
created_date	2025-10-10T00:00:00
display_name	Machine learning-based mortality risk assessment in first-episode bipolar disorder: a transdiagnostic external validation study
has_fulltext	False
is_retracted	False
updated_date	2025-11-06T03:46:38.306776
primary_topic.id	https://openalex.org/T10854
primary_topic.field.id	https://openalex.org/fields/27
primary_topic.field.display_name	Medicine
primary_topic.score	1.0
primary_topic.domain.id	https://openalex.org/domains/4
primary_topic.domain.display_name	Health Sciences
primary_topic.subfield.id	https://openalex.org/subfields/2738
primary_topic.subfield.display_name	Psychiatry and Mental health
primary_topic.display_name	Bipolar Disorder and Treatment
related_works	https://openalex.org/W2899084033, https://openalex.org/W2748952813, https://openalex.org/W3031052312, https://openalex.org/W4389568370, https://openalex.org/W3032375762, https://openalex.org/W1995515455, https://openalex.org/W2080531066, https://openalex.org/W3108674512, https://openalex.org/W1506200166, https://openalex.org/W1489783725
cited_by_count	3
counts_by_year[0].year	2025
counts_by_year[0].cited_by_count	3
locations_count	3
best_oa_location.id	doi:10.1016/j.eclinm.2025.103108
best_oa_location.is_oa	True
best_oa_location.source.id	https://openalex.org/S2898347799
best_oa_location.source.issn	2589-5370
best_oa_location.source.type	journal
best_oa_location.source.is_oa	True
best_oa_location.source.issn_l	2589-5370
best_oa_location.source.is_core	True
best_oa_location.source.is_in_doaj	True
best_oa_location.source.display_name	EClinicalMedicine
best_oa_location.source.host_organization	https://openalex.org/P4310320990
best_oa_location.source.host_organization_name	Elsevier BV
best_oa_location.source.host_organization_lineage	https://openalex.org/P4310320990
best_oa_location.source.host_organization_lineage_names	Elsevier BV
best_oa_location.license	cc-by
best_oa_location.pdf_url
best_oa_location.version	publishedVersion
best_oa_location.raw_type	journal-article
best_oa_location.license_id	https://openalex.org/licenses/cc-by
best_oa_location.is_accepted	True
best_oa_location.is_published	True
best_oa_location.raw_source_name	eClinicalMedicine
best_oa_location.landing_page_url	https://doi.org/10.1016/j.eclinm.2025.103108
primary_location.id	doi:10.1016/j.eclinm.2025.103108
primary_location.is_oa	True
primary_location.source.id	https://openalex.org/S2898347799
primary_location.source.issn	2589-5370
primary_location.source.type	journal
primary_location.source.is_oa	True
primary_location.source.issn_l	2589-5370
primary_location.source.is_core	True
primary_location.source.is_in_doaj	True
primary_location.source.display_name	EClinicalMedicine
primary_location.source.host_organization	https://openalex.org/P4310320990
primary_location.source.host_organization_name	Elsevier BV
primary_location.source.host_organization_lineage	https://openalex.org/P4310320990
primary_location.source.host_organization_lineage_names	Elsevier BV
primary_location.license	cc-by
primary_location.pdf_url
primary_location.version	publishedVersion
primary_location.raw_type	journal-article
primary_location.license_id	https://openalex.org/licenses/cc-by
primary_location.is_accepted	True
primary_location.is_published	True
primary_location.raw_source_name	eClinicalMedicine
primary_location.landing_page_url	https://doi.org/10.1016/j.eclinm.2025.103108
publication_date	2025-02-13
publication_year	2025
referenced_works	https://openalex.org/W4212860920, https://openalex.org/W3105972517, https://openalex.org/W4366278386, https://openalex.org/W2911873698, https://openalex.org/W2792027821, https://openalex.org/W2118761224, https://openalex.org/W3165103130, https://openalex.org/W4392915052, https://openalex.org/W4229038037, https://openalex.org/W4385247380, https://openalex.org/W4384663998, https://openalex.org/W6864959068, https://openalex.org/W2127064468, https://openalex.org/W2586225573, https://openalex.org/W2043514212, https://openalex.org/W6844304958, https://openalex.org/W2717132379, https://openalex.org/W2762347168, https://openalex.org/W2160759345, https://openalex.org/W2340460378, https://openalex.org/W2739285693, https://openalex.org/W3150927194, https://openalex.org/W2988132649, https://openalex.org/W4223977726, https://openalex.org/W4385652431, https://openalex.org/W2000154813, https://openalex.org/W3157954681, https://openalex.org/W2205051155, https://openalex.org/W4394908947, https://openalex.org/W4225728615, https://openalex.org/W4298346378
referenced_works_count	31
abstract_inverted_index
cited_by_percentile_year.max	97
cited_by_percentile_year.min	96
countries_distinct_count	4
institutions_distinct_count	11
sustainable_development_goals[0].id	https://metadata.un.org/sdg/3
sustainable_development_goals[0].score	0.6700000166893005
sustainable_development_goals[0].display_name	Good health and well-being
citation_normalized_percentile.value	0.95763156
citation_normalized_percentile.is_in_top_1_percent	True
citation_normalized_percentile.is_in_top_10_percent	True