{"id":"https://openalex.org/W4415566385","doi":"https://doi.org/10.1016/j.euroneuro.2025.09.012","title":"A call for more robust and interpretable models in predicting treatment-resistant depression","display_name":"A call for more robust and interpretable models in predicting treatment-resistant depression","publication_year":2025,"publication_date":"2025-10-27","ids":{"openalex":"https://openalex.org/W4415566385","doi":"https://doi.org/10.1016/j.euroneuro.2025.09.012","pmid":"https://pubmed.ncbi.nlm.nih.gov/41151400"},"language":"en","primary_location":{"id":"doi:10.1016/j.euroneuro.2025.09.012","doi":"https://doi.org/10.1016/j.euroneuro.2025.09.012","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.euroneuro.2025.09.012","pdf_url":null,"source":{"id":"https://openalex.org/S168041952","display_name":"European Neuropsychopharmacology","issn_l":"0924-977X","issn":["0924-977X","1873-7862"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"European Neuropsychopharmacology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088631651","display_name":"Souichi Oka","orcid":"https://orcid.org/0009-0000-4840-5232","observed_orcids":["https://orcid.org/0009-0000-4840-5232"]},"institutions":[{"id":"https://openalex.org/I4405256174","display_name":"SciencePark Corporation (Japan)","ror":"https://ror.org/03vrb0p48","country_code":"JP","type":"company","lineage":["https://openalex.org/I4405256174"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Souichi Oka","raw_affiliation_strings":["Science Park Corporation, 3-24-9 Iriya-Nishi Zama-shi, Kanagawa 252-0029, Japan. Electronic address: souichi.oka@sciencepark.co.jp"],"raw_orcid":"https://orcid.org/0009-0000-4840-5232","affiliations":[{"raw_affiliation_string":"Science Park Corporation, 3-24-9 Iriya-Nishi Zama-shi, Kanagawa 252-0029, Japan. Electronic address: souichi.oka@sciencepark.co.jp","institution_ids":["https://openalex.org/I4405256174"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120143686","display_name":"Kota Takemura","orcid":"https://orcid.org/0009-0000-5890-8087","observed_orcids":["https://orcid.org/0009-0000-5890-8087"]},"institutions":[{"id":"https://openalex.org/I4405256174","display_name":"SciencePark Corporation (Japan)","ror":"https://ror.org/03vrb0p48","country_code":"JP","type":"company","lineage":["https://openalex.org/I4405256174"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kota Takemura","raw_affiliation_strings":["Science Park Corporation, 3-24-9 Iriya-Nishi Zama-shi, Kanagawa 252-0029, Japan. Electronic address: ktakemura@sciencepark.co.jp"],"raw_orcid":"https://orcid.org/0009-0000-5890-8087","affiliations":[{"raw_affiliation_string":"Science Park Corporation, 3-24-9 Iriya-Nishi Zama-shi, Kanagawa 252-0029, Japan. Electronic address: ktakemura@sciencepark.co.jp","institution_ids":["https://openalex.org/I4405256174"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050160318","display_name":"Yoshiyasu Takefuji","orcid":"https://orcid.org/0000-0002-1826-742X","observed_orcids":["https://orcid.org/0000-0002-1826-742X"]},"institutions":[{"id":"https://openalex.org/I200641316","display_name":"Musashino University","ror":"https://ror.org/04bcbax71","country_code":"JP","type":"education","lineage":["https://openalex.org/I200641316"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yoshiyasu Takefuji","raw_affiliation_strings":["Faculty of Data Science, Musashino University, 3-3-3 Ariake Koto-ku, Tokyo 135-8181, Japan. Electronic address: takefuji@keio.jp"],"raw_orcid":"https://orcid.org/0000-0002-1826-742X","affiliations":[{"raw_affiliation_string":"Faculty of Data Science, Musashino University, 3-3-3 Ariake Koto-ku, Tokyo 135-8181, Japan. Electronic address: takefuji@keio.jp","institution_ids":["https://openalex.org/I200641316"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":3000,"currency":"USD","value_usd":3000},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"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":"101","issue":null,"first_page":"18","last_page":"19"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11071","display_name":"Treatment of Major Depression","score":0.8960000276565552,"subfield":{"id":"https://openalex.org/subfields/2736","display_name":"Pharmacology (medical)"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11071","display_name":"Treatment of Major Depression","score":0.8960000276565552,"subfield":{"id":"https://openalex.org/subfields/2736","display_name":"Pharmacology (medical)"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.01640000008046627,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10853","display_name":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","score":0.015300000086426735,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/treatment-resistant-depression","display_name":"treatment-resistant depression","score":0.9959999918937683},{"id":"https://openalex.org/keywords/depression-prediction","display_name":"depression prediction","score":0.7020000219345093},{"id":"https://openalex.org/keywords/robust-models","display_name":"robust models","score":0.6039999723434448},{"id":"https://openalex.org/keywords/interpretable-models","display_name":"interpretable models","score":0.8529999852180481},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.4880000054836273}],"concepts":[{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.5745999813079834},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5371999740600586},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3443000018596649},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.31619998812675476},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.2720000147819519},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.26170000433921814},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.258899986743927},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.23090000450611115},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.1720000058412552},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.15940000116825104}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.euroneuro.2025.09.012","doi":"https://doi.org/10.1016/j.euroneuro.2025.09.012","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.euroneuro.2025.09.012","pdf_url":null,"source":{"id":"https://openalex.org/S168041952","display_name":"European Neuropsychopharmacology","issn_l":"0924-977X","issn":["0924-977X","1873-7862"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"European Neuropsychopharmacology","raw_type":"journal-article"},{"id":"pmid:41151400","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41151400","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"European neuropsychopharmacology : the journal of the European College of Neuropsychopharmacology","raw_type":"Letter"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9476000070571899,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W2985214930","https://openalex.org/W4401409801","https://openalex.org/W4409479750","https://openalex.org/W4412393091"],"related_works":["https://openalex.org/W4414015228","https://openalex.org/W4213422672","https://openalex.org/W4413516647","https://openalex.org/W2240994857","https://openalex.org/W1986986024","https://openalex.org/W4413024861","https://openalex.org/W4411343876","https://openalex.org/W4296844317","https://openalex.org/W2092723873","https://openalex.org/W3131059049"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-10-28T00:00:00"}