{"id":"https://openalex.org/W7224102189","doi":"https://doi.org/10.1111/head.70233","title":"Development of a machine learning ( ML ) model to predict 3\u2010month response to CGRP monoclonal antibodies in migraine: A pilot evaluation of physician\u2010 ML model interaction","display_name":"Development of a machine learning ( ML ) model to predict 3\u2010month response to CGRP monoclonal antibodies in migraine: A pilot evaluation of physician\u2010 ML model interaction","publication_year":2026,"publication_date":"2026-10-28","ids":{"openalex":"https://openalex.org/W7224102189","doi":"https://doi.org/10.1111/head.70233","pmid":"https://pubmed.ncbi.nlm.nih.gov/42949186"},"language":"en","primary_location":{"id":"doi:10.1111/head.70233","doi":"https://doi.org/10.1111/head.70233","is_oa":true,"landing_page_url":"https://doi.org/10.1111/head.70233","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/head.70233","source":{"id":"https://openalex.org/S96331937","display_name":"Headache The Journal of Head and Face Pain","issn_l":"0017-8748","issn":["0017-8748","1526-4610"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","doyens","jufo-2","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Headache: The Journal of Head and Face Pain","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/head.70233","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015125363","display_name":"Masahito Katsuki","orcid":"https://orcid.org/0000-0002-0192-5430","observed_orcids":["https://orcid.org/0000-0002-0192-5430"]},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]},{"id":"https://openalex.org/I4405269194","display_name":"Insight SFI Research Centre for Data Analytics","ror":"https://ror.org/03c01dw55","country_code":"IE","type":"facility","lineage":["https://openalex.org/I4405269194"]},{"id":"https://openalex.org/I8588240","display_name":"Saitama Medical University","ror":"https://ror.org/04zb31v77","country_code":"JP","type":"education","lineage":["https://openalex.org/I8588240"]},{"id":"https://openalex.org/I85922643","display_name":"Nagaoka University of Technology","ror":"https://ror.org/00ys1hz88","country_code":"JP","type":"education","lineage":["https://openalex.org/I85922643"]}],"countries":["IE","JP"],"is_corresponding":true,"raw_author_name":"Masahito Katsuki","raw_affiliation_strings":["Department of Biostatistics, Graduate School of Medicine Saitama Medical University  Saitama Japan","Insight Research Ireland Centre for Data Analytics Dublin City University  Dublin Ireland","Physical Education and Health Center Nagaoka University of Technology  Nagaoka Niigata Japan","School of Health and Human Performance Dublin City University  Dublin Ireland"],"raw_orcid":"https://orcid.org/0000-0002-0192-5430","affiliations":[{"raw_affiliation_string":"Department of Biostatistics, Graduate School of Medicine Saitama Medical University  Saitama Japan","institution_ids":["https://openalex.org/I8588240"]},{"raw_affiliation_string":"Insight Research Ireland Centre for Data Analytics Dublin City University  Dublin Ireland","institution_ids":["https://openalex.org/I42934936","https://openalex.org/I4405269194"]},{"raw_affiliation_string":"Physical Education and Health Center Nagaoka University of Technology  Nagaoka Niigata Japan","institution_ids":["https://openalex.org/I85922643"]},{"raw_affiliation_string":"School of Health and Human Performance Dublin City University  Dublin Ireland","institution_ids":["https://openalex.org/I42934936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055740447","display_name":"Muneto Tatsumoto","orcid":"https://orcid.org/0000-0002-1950-0756","observed_orcids":["https://orcid.org/0000-0002-1950-0756"]},"institutions":[{"id":"https://openalex.org/I1320697193","display_name":"Canon (Japan)","ror":"https://ror.org/05gg0gh87","country_code":"JP","type":"company","lineage":["https://openalex.org/I1320697193"]},{"id":"https://openalex.org/I78274823","display_name":"Dokkyo Medical University","ror":"https://ror.org/05k27ay38","country_code":"JP","type":"education","lineage":["https://openalex.org/I78274823"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Muneto Tatsumoto","raw_affiliation_strings":["Canon Marketing Japan Inc.  Minato\u2010ku Tokyo Japan","Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan"],"raw_orcid":"https://orcid.org/0000-0002-1950-0756","affiliations":[{"raw_affiliation_string":"Canon Marketing Japan Inc.  Minato\u2010ku Tokyo Japan","institution_ids":["https://openalex.org/I1320697193"]},{"raw_affiliation_string":"Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan","institution_ids":["https://openalex.org/I78274823"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067768859","display_name":"Tomokazu Shimazu","orcid":"https://orcid.org/0000-0001-9146-7770","observed_orcids":["https://orcid.org/0000-0001-9146-7770"]},"institutions":[{"id":"https://openalex.org/I4405284397","display_name":"Saitama Neuropsychiatric Institute","ror":"https://ror.org/03ft4zt70","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4405284397"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Tomokazu Shimazu","raw_affiliation_strings":["Department of Neurology Saitama Neuropsychiatric Institute  Saitama Saitama Japan"],"raw_orcid":"https://orcid.org/0000-0001-9146-7770","affiliations":[{"raw_affiliation_string":"Department of Neurology Saitama Neuropsychiatric Institute  Saitama Saitama Japan","institution_ids":["https://openalex.org/I4405284397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086034974","display_name":"Yasuhiko Matsumori","orcid":"https://orcid.org/0000-0001-5852-0146","observed_orcids":["https://orcid.org/0000-0001-5852-0146"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yasuhiko Matsumori","raw_affiliation_strings":["Sendai Headache and Neurology Clinic  Sendai Japan"],"raw_orcid":"https://orcid.org/0000-0001-5852-0146","affiliations":[{"raw_affiliation_string":"Sendai Headache and Neurology Clinic  Sendai Japan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045150298","display_name":"Marina Romozzi","orcid":"https://orcid.org/0000-0001-6016-3141","observed_orcids":["https://orcid.org/0000-0001-6016-3141"]},"institutions":[{"id":"https://openalex.org/I103320735","display_name":"Universit\u00e0 Cattolica del Sacro Cuore","ror":"https://ror.org/03h7r5v07","country_code":"IT","type":"education","lineage":["https://openalex.org/I103320735"]},{"id":"https://openalex.org/I2802557943","display_name":"Agostino Gemelli University Polyclinic","ror":"https://ror.org/00rg70c39","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I2802557943"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marina Romozzi","raw_affiliation_strings":["Dipartimento Universitario di Neuroscienze Universit\u00e0 Cattolica del Sacro Cuore  Rome Italy","Neurologia, Dipartimento di Scienze Dell'invecchiamento, Neurologiche, Ortopediche e Della Testa\u2010Collo Fondazione Policlinico Universitario Agostino Gemelli IRCCS  Rome Italy"],"raw_orcid":"https://orcid.org/0000-0001-6016-3141","affiliations":[{"raw_affiliation_string":"Dipartimento Universitario di Neuroscienze Universit\u00e0 Cattolica del Sacro Cuore  Rome Italy","institution_ids":["https://openalex.org/I103320735"]},{"raw_affiliation_string":"Neurologia, Dipartimento di Scienze Dell'invecchiamento, Neurologiche, Ortopediche e Della Testa\u2010Collo Fondazione Policlinico Universitario Agostino Gemelli IRCCS  Rome Italy","institution_ids":["https://openalex.org/I2802557943","https://openalex.org/I4210153126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005668391","display_name":"Omid Kohandel Gargari","orcid":"https://orcid.org/0000-0002-8182-0582","observed_orcids":["https://orcid.org/0000-0002-8182-0582"]},"institutions":[{"id":"https://openalex.org/I70640408","display_name":"Tehran University of Medical Sciences","ror":"https://ror.org/01c4pz451","country_code":"IR","type":"education","lineage":["https://openalex.org/I70640408"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Omid Kohandel Gargari","raw_affiliation_strings":["Headache Department, Iranian Center of Neurological Research, Neuroscience Institute Tehran University of Medical Sciences  Tehran Iran"],"raw_orcid":"https://orcid.org/0000-0002-8182-0582","affiliations":[{"raw_affiliation_string":"Headache Department, Iranian Center of Neurological Research, Neuroscience Institute Tehran University of Medical Sciences  Tehran Iran","institution_ids":["https://openalex.org/I70640408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000782038","display_name":"Alicia Gonz\u00e1lez\u2010Mart\u00ednez","orcid":"https://orcid.org/0000-0002-1228-1503","observed_orcids":["https://orcid.org/0000-0002-1228-1503"]},"institutions":[{"id":"https://openalex.org/I4210130498","display_name":"Hospital Universitario de La Princesa","ror":"https://ror.org/03cg5md32","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210130498","https://openalex.org/I4210139293"]},{"id":"https://openalex.org/I4405259965","display_name":"Instituto de Investigaci\u00f3n Sanitaria del Hospital Universitario de La Princesa","ror":"https://ror.org/02zx68e15","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210139293","https://openalex.org/I4405259965"]},{"id":"https://openalex.org/I63634437","display_name":"Universidad Aut\u00f3noma de Madrid","ror":"https://ror.org/01cby8j38","country_code":"ES","type":"education","lineage":["https://openalex.org/I63634437"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alicia Gonzalez\u2010Martinez","raw_affiliation_strings":["Hospital Universitario de la Princesa  Madrid Spain","Instituto de Investigaci\u00f3n Sanitaria Princesa (IIS\u2010Princesa)  Madrid Spain","Universidad Aut\u00f3noma de Madrid  Madrid Spain"],"raw_orcid":"https://orcid.org/0000-0002-1228-1503","affiliations":[{"raw_affiliation_string":"Hospital Universitario de la Princesa  Madrid Spain","institution_ids":["https://openalex.org/I4210130498"]},{"raw_affiliation_string":"Instituto de Investigaci\u00f3n Sanitaria Princesa (IIS\u2010Princesa)  Madrid Spain","institution_ids":["https://openalex.org/I4405259965"]},{"raw_affiliation_string":"Universidad Aut\u00f3noma de Madrid  Madrid Spain","institution_ids":["https://openalex.org/I63634437"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076311729","display_name":"Woo\u2010Seok Ha","orcid":"https://orcid.org/0000-0003-1188-449X","observed_orcids":["https://orcid.org/0000-0003-1188-449X"]},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]},{"id":"https://openalex.org/I4210160791","display_name":"Yonsei University Health System","ror":"https://ror.org/04sze3c15","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I193775966","https://openalex.org/I4210160791"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Woo\u2010Seok Ha","raw_affiliation_strings":["Department of Neurology Yonsei University College of Medicine  Seoul Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-1188-449X","affiliations":[{"raw_affiliation_string":"Department of Neurology Yonsei University College of Medicine  Seoul Republic of Korea","institution_ids":["https://openalex.org/I193775966","https://openalex.org/I4210160791"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034535830","display_name":"Yutaro Fuse","orcid":"https://orcid.org/0000-0001-9402-8079","observed_orcids":["https://orcid.org/0000-0001-9402-8079"]},"institutions":[{"id":"https://openalex.org/I159385669","display_name":"Chiba University","ror":"https://ror.org/01hjzeq58","country_code":"JP","type":"education","lineage":["https://openalex.org/I159385669"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yutaro Fuse","raw_affiliation_strings":["Department of Artificial Intelligence Medicine, Graduate School of Medicine Chiba University  Chiba Japan"],"raw_orcid":"https://orcid.org/0000-0001-9402-8079","affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence Medicine, Graduate School of Medicine Chiba University  Chiba Japan","institution_ids":["https://openalex.org/I159385669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102431424","display_name":"Shiho Suzuki","orcid":"https://orcid.org/0009-0007-7430-2078","observed_orcids":["https://orcid.org/0009-0007-7430-2078"]},"institutions":[{"id":"https://openalex.org/I78274823","display_name":"Dokkyo Medical University","ror":"https://ror.org/05k27ay38","country_code":"JP","type":"education","lineage":["https://openalex.org/I78274823"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Shiho Suzuki","raw_affiliation_strings":["Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan"],"raw_orcid":"https://orcid.org/0009-0007-7430-2078","affiliations":[{"raw_affiliation_string":"Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan","institution_ids":["https://openalex.org/I78274823"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124259270","display_name":"Saro Kobayashi","orcid":"https://orcid.org/0000-0002-4818-2929","observed_orcids":["https://orcid.org/0000-0002-4818-2929"]},"institutions":[{"id":"https://openalex.org/I78274823","display_name":"Dokkyo Medical University","ror":"https://ror.org/05k27ay38","country_code":"JP","type":"education","lineage":["https://openalex.org/I78274823"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Saro Kobayashi","raw_affiliation_strings":["Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan"],"raw_orcid":"https://orcid.org/0000-0002-4818-2929","affiliations":[{"raw_affiliation_string":"Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan","institution_ids":["https://openalex.org/I78274823"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068420851","display_name":"Tomohiko Shiina","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I78274823","display_name":"Dokkyo Medical University","ror":"https://ror.org/05k27ay38","country_code":"JP","type":"education","lineage":["https://openalex.org/I78274823"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Tomohiko Shiina","raw_affiliation_strings":["Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan","institution_ids":["https://openalex.org/I78274823"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081422358","display_name":"Mukuto Shioda","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I78274823","display_name":"Dokkyo Medical University","ror":"https://ror.org/05k27ay38","country_code":"JP","type":"education","lineage":["https://openalex.org/I78274823"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Mukuto Shioda","raw_affiliation_strings":["Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan","institution_ids":["https://openalex.org/I78274823"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041650344","display_name":"Hiroaki Fujita","orcid":"https://orcid.org/0000-0003-2184-7916","observed_orcids":["https://orcid.org/0000-0003-2184-7916"]},"institutions":[{"id":"https://openalex.org/I78274823","display_name":"Dokkyo Medical University","ror":"https://ror.org/05k27ay38","country_code":"JP","type":"education","lineage":["https://openalex.org/I78274823"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hiroaki Fujita","raw_affiliation_strings":["Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan"],"raw_orcid":"https://orcid.org/0000-0003-2184-7916","affiliations":[{"raw_affiliation_string":"Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan","institution_ids":["https://openalex.org/I78274823"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101847731","display_name":"Koichi Hirata","orcid":"https://orcid.org/0000-0002-6492-4734","observed_orcids":["https://orcid.org/0000-0002-6492-4734"]},"institutions":[{"id":"https://openalex.org/I78274823","display_name":"Dokkyo Medical University","ror":"https://ror.org/05k27ay38","country_code":"JP","type":"education","lineage":["https://openalex.org/I78274823"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Koichi Hirata","raw_affiliation_strings":["Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan"],"raw_orcid":"https://orcid.org/0000-0002-6492-4734","affiliations":[{"raw_affiliation_string":"Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan","institution_ids":["https://openalex.org/I78274823"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077365786","display_name":"Yuya Kano","orcid":"https://orcid.org/0000-0003-2017-7420","observed_orcids":["https://orcid.org/0000-0003-2017-7420"]},"institutions":[{"id":"https://openalex.org/I33858575","display_name":"Nagoya City University","ror":"https://ror.org/04wn7wc95","country_code":"JP","type":"education","lineage":["https://openalex.org/I33858575"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yuya Kano","raw_affiliation_strings":["Department of Neurology Nagoya City University Graduate School of Medical Sciences  Nagoya Japan"],"raw_orcid":"https://orcid.org/0000-0003-2017-7420","affiliations":[{"raw_affiliation_string":"Department of Neurology Nagoya City University Graduate School of Medical Sciences  Nagoya Japan","institution_ids":["https://openalex.org/I33858575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054667665","display_name":"Ryosuke Fukazawa","orcid":"https://orcid.org/0000-0002-4660-5078","observed_orcids":["https://orcid.org/0000-0002-4660-5078"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ryosuke Fukazawa","raw_affiliation_strings":["Department of Neurology Saiseikai Moriyama Municipal Hospital  Shiga Japan"],"raw_orcid":"https://orcid.org/0000-0002-4660-5078","affiliations":[{"raw_affiliation_string":"Department of Neurology Saiseikai Moriyama Municipal Hospital  Shiga Japan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113141156","display_name":"Jackson T S Cheung","orcid":"https://orcid.org/0009-0004-4490-2505","observed_orcids":["https://orcid.org/0009-0004-4490-2505"]},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jackson T. S. Cheung","raw_affiliation_strings":["UCL Faculty of Medical Sciences  London UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UCL Faculty of Medical Sciences  London UK","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068623949","display_name":"Siobh\u00e1n O\u2019Connor","orcid":"https://orcid.org/0000-0002-2001-0746","observed_orcids":["https://orcid.org/0000-0002-2001-0746"]},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Siobh\u00e1n O'Connor","raw_affiliation_strings":["School of Health and Human Performance Dublin City University  Dublin Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Health and Human Performance Dublin City University  Dublin Ireland","institution_ids":["https://openalex.org/I42934936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124967743","display_name":"Tom\u00e1s Ward","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]},{"id":"https://openalex.org/I4405269194","display_name":"Insight SFI Research Centre for Data Analytics","ror":"https://ror.org/03c01dw55","country_code":"IE","type":"facility","lineage":["https://openalex.org/I4405269194"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Tom\u00e1s Ward","raw_affiliation_strings":["Insight Research Ireland Centre for Data Analytics Dublin City University  Dublin Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Insight Research Ireland Centre for Data Analytics Dublin City University  Dublin Ireland","institution_ids":["https://openalex.org/I42934936","https://openalex.org/I4405269194"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017965675","display_name":"Kieran Moran","orcid":"https://orcid.org/0000-0003-2015-8967","observed_orcids":["https://orcid.org/0000-0003-2015-8967"]},"institutions":[{"id":"https://openalex.org/I157286207","display_name":"National University of Ireland, Maynooth","ror":"https://ror.org/048nfjm95","country_code":"IE","type":"education","lineage":["https://openalex.org/I157286207"]},{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]},{"id":"https://openalex.org/I4405269194","display_name":"Insight SFI Research Centre for Data Analytics","ror":"https://ror.org/03c01dw55","country_code":"IE","type":"facility","lineage":["https://openalex.org/I4405269194"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Kieran Moran","raw_affiliation_strings":["Department of Sport Science and Nutrition and Insight Research Ireland Centre for Data Analytics Maynooth University  Kildare Ireland","School of Health and Human Performance Dublin City University  Dublin Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Sport Science and Nutrition and Insight Research Ireland Centre for Data Analytics Maynooth University  Kildare Ireland","institution_ids":["https://openalex.org/I157286207","https://openalex.org/I4405269194"]},{"raw_affiliation_string":"School of Health and Human Performance Dublin City University  Dublin Ireland","institution_ids":["https://openalex.org/I42934936"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039446593","display_name":"Keisuke Suzuki","orcid":"https://orcid.org/0000-0003-0320-8993","observed_orcids":["https://orcid.org/0000-0003-0320-8993"]},"institutions":[{"id":"https://openalex.org/I78274823","display_name":"Dokkyo Medical University","ror":"https://ror.org/05k27ay38","country_code":"JP","type":"education","lineage":["https://openalex.org/I78274823"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Keisuke Suzuki","raw_affiliation_strings":["Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan"],"raw_orcid":"https://orcid.org/0000-0003-0320-8993","affiliations":[{"raw_affiliation_string":"Department of Neurology Dokkyo Medical University  Mibu Tochigi Japan","institution_ids":["https://openalex.org/I78274823"]}]}],"institutions":[],"countries_distinct_count":7,"institutions_distinct_count":20,"corresponding_author_ids":["https://openalex.org/A5015125363"],"corresponding_institution_ids":["https://openalex.org/I42934936","https://openalex.org/I4405269194","https://openalex.org/I8588240","https://openalex.org/I85922643"],"apc_list":{"value":4150,"currency":"USD","value_usd":4150},"apc_paid":{"value":4150,"currency":"USD","value_usd":4150},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.82343675,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10498","display_name":"Migraine and Headache Studies","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Clinical Neurology"},"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/T10498","display_name":"Migraine and Headache Studies","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Clinical Neurology"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/migraine","display_name":"migraine","score":0.9890000224113464},{"id":"https://openalex.org/keywords/anti-cgrp-monoclonal-antibodies","display_name":"CGRP monoclonal antibodies","score":0.9789999723434448},{"id":"https://openalex.org/keywords/treatment-response-prediction","display_name":"treatment response prediction","score":0.972000002861023},{"id":"https://openalex.org/keywords/prognostic-model","display_name":"prognostic model","score":0.875},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.6389999985694885},{"id":"https://openalex.org/keywords/monthly-migraine-days","display_name":"monthly migraine days","score":0.6669999957084656},{"id":"https://openalex.org/keywords/headache-specialists","display_name":"headache specialists","score":0.44699999690055847},{"id":"https://openalex.org/keywords/clinical-decision-support","display_name":"clinical decision support","score":0.5690000057220459},{"id":"https://openalex.org/keywords/reader-study","display_name":"reader study","score":0.4729999899864197},{"id":"https://openalex.org/keywords/prognostic-factors","display_name":"prognostic factors","score":0.5429999828338623},{"id":"https://openalex.org/keywords/adverse-events","display_name":"adverse events","score":0.4350000023841858},{"id":"https://openalex.org/keywords/quality-of-life","display_name":"quality of life","score":0.4300000071525574}],"concepts":[{"id":"https://openalex.org/C2778541695","wikidata":"https://www.wikidata.org/wiki/Q133823","display_name":"Migraine","level":2,"score":0.7166000008583069},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6674000024795532},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6283000111579895},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5388000011444092},{"id":"https://openalex.org/C44249647","wikidata":"https://www.wikidata.org/wiki/Q208498","display_name":"Confidence interval","level":2,"score":0.5367000102996826},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.45719999074935913},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.4404999911785126},{"id":"https://openalex.org/C87813604","wikidata":"https://www.wikidata.org/wiki/Q1242899","display_name":"Crossover study","level":4,"score":0.35670000314712524},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.3384999930858612},{"id":"https://openalex.org/C167135981","wikidata":"https://www.wikidata.org/wiki/Q2146302","display_name":"Retrospective cohort study","level":2,"score":0.3352000117301941},{"id":"https://openalex.org/C163170386","wikidata":"https://www.wikidata.org/wiki/Q419432","display_name":"Calcitonin gene-related peptide","level":4,"score":0.32749998569488525},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.32100000977516174},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.3151000142097473},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.3059999942779541},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.3034999966621399},{"id":"https://openalex.org/C3020110884","wikidata":"https://www.wikidata.org/wiki/Q695416","display_name":"Outpatient clinic","level":2,"score":0.29899999499320984},{"id":"https://openalex.org/C535046627","wikidata":"https://www.wikidata.org/wiki/Q30612","display_name":"Clinical trial","level":2,"score":0.2797999978065491},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.27649998664855957},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2703000009059906},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.2669999897480011},{"id":"https://openalex.org/C120934525","wikidata":"https://www.wikidata.org/wiki/Q849149","display_name":"Absolute deviation","level":2,"score":0.25780001282691956}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1111/head.70233","doi":"https://doi.org/10.1111/head.70233","is_oa":true,"landing_page_url":"https://doi.org/10.1111/head.70233","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/head.70233","source":{"id":"https://openalex.org/S96331937","display_name":"Headache The Journal of Head and Face Pain","issn_l":"0017-8748","issn":["0017-8748","1526-4610"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","doyens","jufo-2","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Headache: The Journal of Head and Face Pain","raw_type":"journal-article"},{"id":"pmid:42949186","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42949186","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":"Headache","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1111/head.70233","doi":"https://doi.org/10.1111/head.70233","is_oa":true,"landing_page_url":"https://doi.org/10.1111/head.70233","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/head.70233","source":{"id":"https://openalex.org/S96331937","display_name":"Headache The Journal of Head and Face Pain","issn_l":"0017-8748","issn":["0017-8748","1526-4610"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","doyens","jufo-2","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Headache: The Journal of Head and Face Pain","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.98580002784729}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1845525050","display_name":null,"funder_award_id":"12-RC-2289-P2","funder_id":"https://openalex.org/F8766430056","funder_display_name":"Research Ireland"},{"id":"https://openalex.org/G6110350808","display_name":"Advanced skills for data analytics in neurological diseases","funder_award_id":"101034252","funder_id":"https://openalex.org/F4320338337","funder_display_name":"H2020 Marie Sk\u0142odowska-Curie Actions"},{"id":"https://openalex.org/G7770124109","display_name":null,"funder_award_id":"12/RC/2289_P2","funder_id":"https://openalex.org/F4320338337","funder_display_name":"H2020 Marie Sk\u0142odowska-Curie Actions"},{"id":"https://openalex.org/G8719436789","display_name":"Advanced skills for data analytics in neurological diseases","funder_award_id":"101034252","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320338337","display_name":"H2020 Marie Sk\u0142odowska-Curie Actions","ror":null},{"id":"https://openalex.org/F8766430056","display_name":"Research Ireland","ror":"https://ror.org/010t7sr36"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7224102189.pdf","grobid_xml":"https://content.openalex.org/works/W7224102189.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W2053154970","https://openalex.org/W2120236823","https://openalex.org/W2127108705","https://openalex.org/W2141007997","https://openalex.org/W2618851150","https://openalex.org/W3092849554","https://openalex.org/W3118019726","https://openalex.org/W3215149962","https://openalex.org/W4206640925","https://openalex.org/W4210273053","https://openalex.org/W4223437809","https://openalex.org/W4225597912","https://openalex.org/W4244823958","https://openalex.org/W4283209783","https://openalex.org/W4307742097","https://openalex.org/W4323539414","https://openalex.org/W4366351017","https://openalex.org/W4376891107","https://openalex.org/W4378349310","https://openalex.org/W4378717960","https://openalex.org/W4382403544","https://openalex.org/W4384525670","https://openalex.org/W4386309733","https://openalex.org/W4388034703","https://openalex.org/W4388970953","https://openalex.org/W4390944115","https://openalex.org/W4392364877","https://openalex.org/W4392404413","https://openalex.org/W4392863837","https://openalex.org/W4394769631","https://openalex.org/W4394857110","https://openalex.org/W4401824142","https://openalex.org/W4402501413","https://openalex.org/W4404134492","https://openalex.org/W4405075841","https://openalex.org/W4405210967","https://openalex.org/W4406735817","https://openalex.org/W4407909590","https://openalex.org/W4409806298","https://openalex.org/W4411336518","https://openalex.org/W4411431990","https://openalex.org/W4412417036","https://openalex.org/W4413902889","https://openalex.org/W4414764717","https://openalex.org/W4415554439","https://openalex.org/W7127314971","https://openalex.org/W7128481955","https://openalex.org/W7139946470"],"related_works":["https://openalex.org/W4405210967","https://openalex.org/W4283209783","https://openalex.org/W4413893530","https://openalex.org/W4416240745","https://openalex.org/W7164200310","https://openalex.org/W7131940819","https://openalex.org/W4401824142","https://openalex.org/W7138943190","https://openalex.org/W4382403544","https://openalex.org/W4323539414"],"abstract_inverted_index":{"BACKGROUND:":[0],"Predicting":[1],"individual":[2],"treatment":[3,27,164,236],"responses":[4],"to":[5,29,32,83],"anti-calcitonin":[6],"gene-related":[7],"peptide":[8],"monoclonal":[9],"antibodies":[10],"(CGRP-mAbs)":[11],"in":[12,38,76,128,343,359],"migraine":[13,67,130],"remains":[14],"challenging.":[15],"OBJECTIVE:":[16],"To":[17],"develop":[18],"a":[19,52,125],"machine":[20],"learning":[21],"(ML)":[22],"model":[23,47,106,121,168,338],"for":[24],"predicting":[25],"3-month":[26],"response":[28,165],"CGRP-mAbs":[30,70],"and":[31,95,116,159,169,219,275,310,320,369],"evaluate":[33],"its":[34],"practical":[35],"clinical":[36,139],"utility":[37],"improving":[39],"physicians'":[40,332],"predictive":[41],"performance.":[42],"METHODS:":[43],"This":[44],"retrospective":[45,61],"prognostic":[46],"development":[48],"was":[49,107,177,191,367],"combined":[50],"with":[51,66,69,113,171],"prospective,":[53],"multi-reader,":[54],"multi-case":[55],"crossover":[56],"reader":[57],"study.":[58],"We":[59,141],"used":[60],"data":[62,87],"from":[63,80],"228":[64],"patients":[65],"treated":[68],"at":[71,132],"the":[72,110,143,147,153,167,172,188,225,235,239,281,326,352,398],"headache":[73,157],"outpatient":[74],"clinic":[75],"Dokkyo":[77],"Medical":[78],"University":[79],"April":[81],"2022":[82],"March":[84],"2023.":[85],"The":[86,120,184,230,316,362],"were":[88,244,285,322],"divided":[89],"into":[90],"training":[91,111],"(n":[92,97],"=":[93,98,380],"182)":[94],"test":[96,148,154,189,226],"46)":[99],"datasets.":[100],"Phase":[101,150,182,228],"1:":[102,183],"An":[103],"ML":[104,337],"prediction":[105,395,399],"developed":[108],"using":[109],"dataset":[112,190],"Random":[114],"Forest":[115],"five-fold":[117],"nested":[118],"cross-validation.":[119],"predicted":[122,163,234],"achievement":[123],"of":[124,195,204,208,212,216,221,247,255,262,267,272,277,287,292,297,302,307,312,351,400],"\u226550%":[126],"reduction":[127],"monthly":[129],"days":[131],"3":[133],"months,":[134],"based":[135],"on":[136,146,187,224],"27":[137],"baseline":[138],"variables.":[140],"tested":[142],"model's":[144,173,185],"performance":[145,176,186,242],"dataset.":[149,227],"2:":[151,229],"Using":[152],"dataset,":[155],"five":[156],"specialists":[158],"three":[160],"general":[161],"neurologists":[162],"without":[166],"then":[170],"assistance.":[174],"Prediction":[175],"compared":[178],"between":[179],"conditions.":[180],"RESULTS:":[181],"as":[192],"follows:":[193],"accuracy":[194,246,286],"76.1%":[196],"(95%":[197],"confidence":[198],"interval":[199],"[CI],":[200],"62.1%-86.1%),":[201],"sensitivity":[202,253,290],"(recall)":[203,254,291],"87.0%":[205],"(67.9%-95.5%),":[206],"specificity":[207,261,296],"65.2%":[209,248],"(44.9%-81.2%),":[210],"precision":[211,266,301],"71.4%":[213],"(52.9%-84.7%),":[214],"F1-score":[215,271,306],"78.4%":[217],"(64.0%-89.4%),":[218],"kappa":[220,276,311,321],"0.52":[222],"(0.27-0.74)":[223],"eight":[231],"participating":[232],"physicians":[233,347],"effectiveness.":[237],"Without":[238],"model,":[240,282],"their":[241],"metrics":[243,284],"median":[245],"[interquartile":[249],"range":[250],"61.4%-70.1%],":[251],"mean":[252],"68.5%":[256],"\u00b1":[257,264,269,294,299,304],"standard":[258],"deviation":[259],"11.6%,":[260],"62.5%":[263],"18.4%,":[265],"66.3%":[268],"10.3%,":[270],"66.7%":[273],"[64.5%-71.9%],":[274],"0.30":[278],"[0.23-0.40].":[279],"With":[280],"these":[283],"73.9%":[288],"[72.8%-76.1%],":[289],"79.9%":[293],"13.1%,":[295],"64.7%":[298],"13.6%,":[300],"70.2%":[303],"8.1%,":[305],"76.6%":[308],"[74.4%-76.9%],":[309],"0.48":[313],"[0.46-0.52],":[314],"respectively.":[315],"accuracy,":[317],"sensitivity,":[318],"F1-score,":[319],"statistically":[323],"improved.":[324],"In":[325],"switching":[327,365],"analysis,":[328],"which":[329],"assessed":[330],"how":[331],"predictions":[333],"changed":[334],"after":[335],"receiving":[336],"assistance,":[339],"incorrect-to-correct":[340,370],"changes":[341,357,371,378],"occurred":[342,358,372],"12.8%":[344],"(47/368,":[345],"8":[346],"\u00d7":[348],"46":[349],"cases)":[350],"pooled":[353],"evaluations,":[354],"whereas":[355],"correct-to-incorrect":[356,377],"6.0%":[360],"(22/368).":[361],"overall":[363],"net":[364],"benefit":[366],"+6.8%,":[368],"significantly":[373],"more":[374],"often":[375],"than":[376],"(p":[379],"0.003).":[381],"CONCLUSIONS:":[382],"Although":[383],"external":[384],"validation":[385],"is":[386],"necessary,":[387],"our":[388],"findings":[389],"provide":[390],"preliminary":[391],"evidence":[392],"that":[393],"ML-assisted":[394],"may":[396],"support":[397],"CGRP-mAb":[401],"response.":[402]},"counts_by_year":[],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2026-10-29T00:00:00"}
