{"id":"https://openalex.org/W7160949292","doi":"https://doi.org/10.1007/s10916-026-02400-6","title":"Artificial Intelligence in Physical, Occupational and Neuro-Rehabilitation: Clinical Effectiveness, Prognostic Performance, and Pre-Implementation Feasibility \u2013 A Systematic Review","display_name":"Artificial Intelligence in Physical, Occupational and Neuro-Rehabilitation: Clinical Effectiveness, Prognostic Performance, and Pre-Implementation Feasibility \u2013 A Systematic Review","publication_year":2026,"publication_date":"2026-05-12","ids":{"openalex":"https://openalex.org/W7160949292","doi":"https://doi.org/10.1007/s10916-026-02400-6","pmid":"https://pubmed.ncbi.nlm.nih.gov/42118349"},"language":"en","primary_location":{"id":"doi:10.1007/s10916-026-02400-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10916-026-02400-6","pdf_url":null,"source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},"type":"article","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/A5019121201","display_name":"Rabie Adel El Arab","orcid":"https://orcid.org/0000-0002-3822-9236"},"institutions":[{"id":"https://openalex.org/I2801013885","display_name":"Saad Specialist Hospital","ror":"https://ror.org/05an5n875","country_code":"SA","type":"healthcare","lineage":["https://openalex.org/I2801013885"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Rabie Adel El Arab","raw_affiliation_strings":["Almoosa College of Health Sciences, Alhsa, 36422, Saudi Arabia. r.adel@almoosacollege.edu.sa"],"raw_orcid":"https://orcid.org/0000-0002-3822-9236","affiliations":[{"raw_affiliation_string":"Almoosa College of Health Sciences, Alhsa, 36422, Saudi Arabia. r.adel@almoosacollege.edu.sa","institution_ids":["https://openalex.org/I2801013885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135971383","display_name":"Omayama Abdulaziz Al Moosa","orcid":null},"institutions":[{"id":"https://openalex.org/I2801013885","display_name":"Saad Specialist Hospital","ror":"https://ror.org/05an5n875","country_code":"SA","type":"healthcare","lineage":["https://openalex.org/I2801013885"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Omayama Abdulaziz Al Moosa","raw_affiliation_strings":["Almoosa College of Health Sciences, Alhsa, 36422, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Almoosa College of Health Sciences, Alhsa, 36422, Saudi Arabia","institution_ids":["https://openalex.org/I2801013885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135917538","display_name":"Wesam Taher Almagharbeh","orcid":null},"institutions":[{"id":"https://openalex.org/I72264486","display_name":"University of Tabuk","ror":"https://ror.org/04yej8x59","country_code":"SA","type":"education","lineage":["https://openalex.org/I72264486"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Wesam Taher Almagharbeh","raw_affiliation_strings":["Medical and Surgical Nursing Department, Faculty of Nursing, University of Tabuk, Tabuk, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical and Surgical Nursing Department, Faculty of Nursing, University of Tabuk, Tabuk, Saudi Arabia","institution_ids":["https://openalex.org/I72264486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135978855","display_name":"Fuad Abuadas","orcid":null},"institutions":[{"id":"https://openalex.org/I199702508","display_name":"Jouf University","ror":"https://ror.org/02zsyt821","country_code":"SA","type":"education","lineage":["https://openalex.org/I199702508"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Fuad Abuadas","raw_affiliation_strings":["Department of Community Health Nursing, College of Nursing, Jouf University, Sakakah, 72388, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Community Health Nursing, College of Nursing, Jouf University, Sakakah, 72388, Saudi Arabia","institution_ids":["https://openalex.org/I199702508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130141238","display_name":"Nafisa Abdalla","orcid":null},"institutions":[{"id":"https://openalex.org/I2801013885","display_name":"Saad Specialist Hospital","ror":"https://ror.org/05an5n875","country_code":"SA","type":"healthcare","lineage":["https://openalex.org/I2801013885"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Nafisa Abdalla","raw_affiliation_strings":["Almoosa College of Health Sciences, Alhsa, 36422, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Almoosa College of Health Sciences, Alhsa, 36422, Saudi Arabia","institution_ids":["https://openalex.org/I2801013885"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135996950","display_name":"Amany Abdrbo","orcid":null},"institutions":[{"id":"https://openalex.org/I2801013885","display_name":"Saad Specialist Hospital","ror":"https://ror.org/05an5n875","country_code":"SA","type":"healthcare","lineage":["https://openalex.org/I2801013885"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Amany Abdrbo","raw_affiliation_strings":["Almoosa College of Health Sciences, Alhsa, 36422, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Almoosa College of Health Sciences, Alhsa, 36422, Saudi Arabia","institution_ids":["https://openalex.org/I2801013885"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5135962359","display_name":"Salwa Hassanein","orcid":null},"institutions":[{"id":"https://openalex.org/I2801013885","display_name":"Saad Specialist Hospital","ror":"https://ror.org/05an5n875","country_code":"SA","type":"healthcare","lineage":["https://openalex.org/I2801013885"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Salwa Hassanein","raw_affiliation_strings":["Almoosa College of Health Sciences, Alhsa, 36422, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Almoosa College of Health Sciences, Alhsa, 36422, Saudi Arabia","institution_ids":["https://openalex.org/I2801013885"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5019121201"],"corresponding_institution_ids":["https://openalex.org/I2801013885"],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.65860243,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"50","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10510","display_name":"Stroke Rehabilitation and Recovery","score":0.42489999532699585,"subfield":{"id":"https://openalex.org/subfields/2742","display_name":"Rehabilitation"},"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/T10510","display_name":"Stroke Rehabilitation and Recovery","score":0.42489999532699585,"subfield":{"id":"https://openalex.org/subfields/2742","display_name":"Rehabilitation"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.1573999971151352,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T10416","display_name":"Traumatic Brain Injury Research","score":0.04450000077486038,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/rehabilitation","display_name":"Rehabilitation","score":0.6103000044822693},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.5975000262260437},{"id":"https://openalex.org/keywords/telerehabilitation","display_name":"Telerehabilitation","score":0.5913000106811523},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.569100022315979},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.5034999847412109},{"id":"https://openalex.org/keywords/ehealth","display_name":"eHealth","score":0.48410001397132874},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.46779999136924744},{"id":"https://openalex.org/keywords/attendance","display_name":"Attendance","score":0.46160000562667847},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.43470001220703125},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.4318000078201294}],"concepts":[{"id":"https://openalex.org/C2778818304","wikidata":"https://www.wikidata.org/wiki/Q1819478","display_name":"Rehabilitation","level":2,"score":0.6103000044822693},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.5975000262260437},{"id":"https://openalex.org/C2777053404","wikidata":"https://www.wikidata.org/wiki/Q7696779","display_name":"Telerehabilitation","level":4,"score":0.5913000106811523},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5895000100135803},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.569100022315979},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.5034999847412109},{"id":"https://openalex.org/C202645933","wikidata":"https://www.wikidata.org/wiki/Q4930","display_name":"eHealth","level":3,"score":0.48410001397132874},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.46779999136924744},{"id":"https://openalex.org/C2778173179","wikidata":"https://www.wikidata.org/wiki/Q25339289","display_name":"Attendance","level":2,"score":0.46160000562667847},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.43470001220703125},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.4318000078201294},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.4059999883174896},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37290000915527344},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.36739999055862427},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.3531999886035919},{"id":"https://openalex.org/C22467394","wikidata":"https://www.wikidata.org/wiki/Q849359","display_name":"Multidisciplinary approach","level":2,"score":0.3517000079154968},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.3465000092983246},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.33959999680519104},{"id":"https://openalex.org/C2779891985","wikidata":"https://www.wikidata.org/wiki/Q46994","display_name":"Telemedicine","level":3,"score":0.33629998564720154},{"id":"https://openalex.org/C2779951463","wikidata":"https://www.wikidata.org/wiki/Q7268788","display_name":"Quality of life (healthcare)","level":2,"score":0.3345000147819519},{"id":"https://openalex.org/C19648533","wikidata":"https://www.wikidata.org/wiki/Q691640","display_name":"Evidence-based medicine","level":3,"score":0.32910001277923584},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.32580000162124634},{"id":"https://openalex.org/C191630685","wikidata":"https://www.wikidata.org/wiki/Q4027615","display_name":"Informatics","level":2,"score":0.32120001316070557},{"id":"https://openalex.org/C2777921204","wikidata":"https://www.wikidata.org/wiki/Q66104672","display_name":"Knowledge translation","level":2,"score":0.3149000108242035},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.31279999017715454},{"id":"https://openalex.org/C115219716","wikidata":"https://www.wikidata.org/wiki/Q917426","display_name":"International Classification of Functioning, Disability and Health","level":3,"score":0.30239999294281006},{"id":"https://openalex.org/C63882131","wikidata":"https://www.wikidata.org/wiki/Q17122954","display_name":"Strengths and weaknesses","level":2,"score":0.299699991941452},{"id":"https://openalex.org/C2781050511","wikidata":"https://www.wikidata.org/wiki/Q46994","display_name":"Telehealth","level":4,"score":0.2935999929904938},{"id":"https://openalex.org/C2779517570","wikidata":"https://www.wikidata.org/wiki/Q7144954","display_name":"Patient-reported outcome","level":3,"score":0.29330000281333923},{"id":"https://openalex.org/C141330323","wikidata":"https://www.wikidata.org/wiki/Q2354820","display_name":"Evidence-based practice","level":3,"score":0.29249998927116394},{"id":"https://openalex.org/C61904560","wikidata":"https://www.wikidata.org/wiki/Q1148359","display_name":"Grey literature","level":3,"score":0.29159998893737793},{"id":"https://openalex.org/C535046627","wikidata":"https://www.wikidata.org/wiki/Q30612","display_name":"Clinical trial","level":2,"score":0.2892000079154968},{"id":"https://openalex.org/C2780877353","wikidata":"https://www.wikidata.org/wiki/Q2518253","display_name":"Health services research","level":3,"score":0.2750000059604645},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.26660001277923584},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.265500009059906},{"id":"https://openalex.org/C547195049","wikidata":"https://www.wikidata.org/wiki/Q1725664","display_name":"Terminology","level":2,"score":0.25839999318122864},{"id":"https://openalex.org/C2776035091","wikidata":"https://www.wikidata.org/wiki/Q7928819","display_name":"Viewpoints","level":2,"score":0.25519999861717224},{"id":"https://openalex.org/C188087704","wikidata":"https://www.wikidata.org/wiki/Q369577","display_name":"Standardization","level":2,"score":0.25429999828338623}],"mesh":[{"descriptor_ui":"D000066530","descriptor_name":"Neurological Rehabilitation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000066530","descriptor_name":"Neurological Rehabilitation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000069350","descriptor_name":"Telerehabilitation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098403","descriptor_name":"Intelligent Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005240","descriptor_name":"Feasibility Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009788","descriptor_name":"Occupational Therapy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009788","descriptor_name":"Occupational Therapy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D026741","descriptor_name":"Physical Therapy Modalities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1007/s10916-026-02400-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10916-026-02400-6","pdf_url":null,"source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Medical Systems","raw_type":"journal-article"},{"id":"pmid:42118349","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42118349","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,"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":"Journal of medical systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.5781383514404297}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":68,"referenced_works":["https://openalex.org/W1979290264","https://openalex.org/W2019694480","https://openalex.org/W2106311978","https://openalex.org/W2109305774","https://openalex.org/W2111722073","https://openalex.org/W2165010366","https://openalex.org/W2302501749","https://openalex.org/W2560438049","https://openalex.org/W2784472800","https://openalex.org/W2901724277","https://openalex.org/W2902525495","https://openalex.org/W2924322406","https://openalex.org/W3024384408","https://openalex.org/W3103181508","https://openalex.org/W3109410822","https://openalex.org/W3126226315","https://openalex.org/W3136552952","https://openalex.org/W3137245688","https://openalex.org/W3172892636","https://openalex.org/W3184659959","https://openalex.org/W3199891602","https://openalex.org/W3212368439","https://openalex.org/W4207063453","https://openalex.org/W4280488363","https://openalex.org/W4282049120","https://openalex.org/W4306913618","https://openalex.org/W4310480252","https://openalex.org/W4313294819","https://openalex.org/W4317632475","https://openalex.org/W4317748910","https://openalex.org/W4321611486","https://openalex.org/W4382181238","https://openalex.org/W4388214369","https://openalex.org/W4390373082","https://openalex.org/W4391469989","https://openalex.org/W4394857110","https://openalex.org/W4398615623","https://openalex.org/W4399106229","https://openalex.org/W4400416618","https://openalex.org/W4400953241","https://openalex.org/W4402520569","https://openalex.org/W4403598278","https://openalex.org/W4404876980","https://openalex.org/W4407107033","https://openalex.org/W4407236892","https://openalex.org/W4407686914","https://openalex.org/W4408806526","https://openalex.org/W4409087860","https://openalex.org/W4409287446","https://openalex.org/W4409376738","https://openalex.org/W4409587272","https://openalex.org/W4409644020","https://openalex.org/W4409698034","https://openalex.org/W4409772613","https://openalex.org/W4410070766","https://openalex.org/W4410215457","https://openalex.org/W4410288333","https://openalex.org/W4410591093","https://openalex.org/W4410851682","https://openalex.org/W4412890833","https://openalex.org/W4412895439","https://openalex.org/W4413318664","https://openalex.org/W4413475333","https://openalex.org/W4413645249","https://openalex.org/W4413803687","https://openalex.org/W4413971009","https://openalex.org/W4416606340","https://openalex.org/W7138843766"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-25T08:15:23.626066","created_date":"2026-05-13T00:00:00"}
