{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,28]],"date-time":"2026-04-28T17:26:25Z","timestamp":1777397185502,"version":"3.51.4"},"reference-count":1,"publisher":"SAGE Publications","issue":"1","license":[{"start":{"date-parts":[[2026,1,13]],"date-time":"2026-01-13T00:00:00Z","timestamp":1768262400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"funder":[{"DOI":"10.13039\/100013278","name":"EU Joint Programme \u2013 Neurodegenerative Disease Research","doi-asserted-by":"publisher","award":["Norway, Research Council of Norway, RCN"],"award-info":[{"award-number":["Norway, Research Council of Norway, RCN"]}],"id":[{"id":"10.13039\/100013278","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Journal of Alzheimer\u2019s Disease"],"published-print":{"date-parts":[[2026,3]]},"abstract":"<jats:p>We propose five recommendations to make AI-based research studies more suitable for a clinical readership. First, authors should justify the added value of complex and potentially more opaque AI approaches. Second, rigorous description of input data, diagnostic criteria, and preprocessing is essential to avoid biased or clinically irrelevant outcomes. Third, benchmarking against clinically relevant performance thresholds should be established a priori. Fourth, method sections should combine an accessible lay summary with detailed technical supplement. Fifth, model explainability is encouraged to mitigate opacity. These recommendations aim to support AI research that is methodologically robust and interpretable for AD researchers.<\/jats:p>","DOI":"10.1177\/13872877251413701","type":"journal-article","created":{"date-parts":[[2026,1,13]],"date-time":"2026-01-13T09:22:43Z","timestamp":1768296163000},"page":"105-108","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":0,"title":["Recommendations for reporting findings from analyses using artificial intelligence and machine learning in the\n                    <i>Journal of Alzheimer's Disease<\/i>"],"prefix":"10.1177","volume":"110","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3586-3194","authenticated-orcid":false,"given":"Stefan","family":"Teipel","sequence":"first","affiliation":[{"name":"German Center for Neurodegenerative Diseases (DZNE), Rostock, Germany"},{"name":"Department of Psychosomatic Medicine, University Medicine Rostock, Rostock, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alexandra","family":"K\u00f6nig","sequence":"additional","affiliation":[{"name":"CoBTek (Cognition-Behaviour-Technology) Lab, Universit\u00e9 C\u00f4te d'Azur, Nice, France"},{"name":"ki:elements GmbH, Saarbr\u00fccken, Germany"},{"name":"Centre Hospitalier et Universitaire, Clinique G\u00e9riatrique du Cerveau et du Mouvement, Centre M\u00e9moire de Ressources et de Recherche, Universit\u00e9 C\u00f4te d'Azur, Nice, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anna-Katharine","family":"Brem","sequence":"additional","affiliation":[{"name":"Centre for Healthy Brain Ageing, Department of Psychological Medicine, Institute of Psychiatry, Psychology &amp; Neuroscience, King's College London, UK"},{"name":"University Hospital of Old Age Psychiatry, University of Bern, Bern, Switzerland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6547-0172","authenticated-orcid":false,"given":"George","family":"Perry","sequence":"additional","affiliation":[{"name":"Department of Neuroscience, Developmental and Regenerative Biology, The University of Texas at San Antonio (UTSA), San Antonio, TX, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5177-6747","authenticated-orcid":false,"given":"Paula I.","family":"Moreira","sequence":"additional","affiliation":[{"name":"Center for Neuroscience and Cell Biology (CNC), University of Coimbra, Coimbra, Portugal"},{"name":"Center for Innovative Biomedicine and Biotechnology (CIBB), University of Coimbra, Coimbra, Portugal"},{"name":"Laboratory of Physiology, Faculty of Medicine, University of Coimbra, Coimbra, Portugal"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1908-5588","authenticated-orcid":false,"given":"James","family":"Cole","sequence":"additional","affiliation":[{"name":"Hawkes Institute, Department of Computer Science, University College London, Gower St, London, UK"},{"name":"Dementia Research Centre, Queen Square Institute of Neurology, University College London, Queen Square, \rLondon, UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9522-4338","authenticated-orcid":false,"given":"Daniel","family":"Ferreira","sequence":"additional","affiliation":[{"name":"Division of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Huddinge, Sweden"},{"name":"Facultad de Ciencias de la Salud, Universidad Fernando Pessoa Canarias, Las Palmas, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3353-3167","authenticated-orcid":false,"given":"Martin","family":"Dyrba","sequence":"additional","affiliation":[{"name":"German Center for Neurodegenerative Diseases (DZNE), Rostock, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2026,1,13]]},"reference":[{"key":"e_1_3_3_2_2","article-title":"Early detection of Alzheimer's disease: from multiplex assays and imaging to point of care devices and AI-based functional monitoring","volume":"108","author":"Teipel S","unstructured":"Teipel S, Singh D, Dubbelman MA, et al. Early detection of Alzheimer's disease: from multiplex assays and imaging to point of care devices and AI-based functional monitoring. J Alzheimers Dis 2025; 108: S5\u2013S7.","journal-title":"J Alzheimers Dis"}],"container-title":["Journal of Alzheimer\u2019s Disease"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/13872877251413701","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/full-xml\/10.1177\/13872877251413701","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/13872877251413701","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,28]],"date-time":"2026-04-28T10:10:03Z","timestamp":1777371003000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/13872877251413701"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,1,13]]},"references-count":1,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2026,3]]}},"alternative-id":["10.1177\/13872877251413701"],"URL":"https:\/\/doi.org\/10.1177\/13872877251413701","relation":{},"ISSN":["1387-2877","1875-8908"],"issn-type":[{"value":"1387-2877","type":"print"},{"value":"1875-8908","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,1,13]]}}}