{"id":"https://openalex.org/W7225344263","doi":"https://doi.org/10.17605/osf.io/6btnz","title":"Evaluating the Impact of AI and Machine Learning Integration on Outpatient Physical Therapy Workflows and Decision-Making - A Scoping Review","display_name":"Evaluating the Impact of AI and Machine Learning Integration on Outpatient Physical Therapy Workflows and Decision-Making - A Scoping Review","publication_year":2026,"publication_date":"2026-11-05","ids":{"openalex":"https://openalex.org/W7225344263","doi":"https://doi.org/10.17605/osf.io/6btnz"},"language":"en","primary_location":{"id":"doi:10.17605/osf.io/6btnz","doi":"https://doi.org/10.17605/osf.io/6btnz","is_oa":true,"landing_page_url":"https://doi.org/10.17605/osf.io/6btnz","pdf_url":null,"source":{"id":"https://openalex.org/S7407050956","display_name":"Open Science Framework","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"StudyRegistration"},"volume":null,"type":"study-registration","is_traditional":false,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.17605/osf.io/6btnz","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5160806074","display_name":"Sara Parker","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sara Parker","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088750591","display_name":"Leslie Golamb","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Leslie Golamb","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5153551950","display_name":"Laura Barkema","orcid":"https://orcid.org/0009-0003-2452-6349","observed_orcids":["https://orcid.org/0009-0003-2452-6349"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Laura Barkema","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160804495","display_name":"Nathan Fernandez","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nathan Fernandez","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160827171","display_name":"Paul Marquez","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Paul Marquez","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5160984849","display_name":"Luke Gardner","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luke Gardner","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9994999766349792,"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/T13904","display_name":"Artificial Intelligence Applications","score":9.999999747378752e-05,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":9.999999747378752e-05,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.8640000224113464},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.996999979019165},{"id":"https://openalex.org/keywords/outpatient-physical-therapy","display_name":"outpatient physical therapy","score":0.9589999914169312},{"id":"https://openalex.org/keywords/clinical-decision-making","display_name":"clinical decision-making","score":0.9430000185966492},{"id":"https://openalex.org/keywords/technology-adoption","display_name":"technology adoption","score":0.44200000166893005},{"id":"https://openalex.org/keywords/physiotherapists","display_name":"physiotherapists","score":0.5870000123977661},{"id":"https://openalex.org/keywords/value-based-health-care","display_name":"value-based care","score":0.925000011920929}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7621999979019165},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7279000282287598},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5189999938011169},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5184000134468079},{"id":"https://openalex.org/C2989236134","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Patient care","level":2,"score":0.42179998755455017},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4214000105857849},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.35199999809265137},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.3109000027179718},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.30630001425743103},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2831999957561493},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.28049999475479126},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.2768000066280365},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2662999927997589},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2606000006198883},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.2502000033855438}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.17605/osf.io/6btnz","doi":"https://doi.org/10.17605/osf.io/6btnz","is_oa":true,"landing_page_url":"https://doi.org/10.17605/osf.io/6btnz","pdf_url":null,"source":{"id":"https://openalex.org/S7407050956","display_name":"Open Science Framework","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"StudyRegistration"}],"best_oa_location":{"id":"doi:10.17605/osf.io/6btnz","doi":"https://doi.org/10.17605/osf.io/6btnz","is_oa":true,"landing_page_url":"https://doi.org/10.17605/osf.io/6btnz","pdf_url":null,"source":{"id":"https://openalex.org/S7407050956","display_name":"Open Science Framework","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"StudyRegistration"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9537000060081482,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4402587736","https://openalex.org/W7084766028","https://openalex.org/W4403459273","https://openalex.org/W7214188579","https://openalex.org/W7166508363","https://openalex.org/W4402520569","https://openalex.org/W7161232496","https://openalex.org/W4405942638","https://openalex.org/W7166837367","https://openalex.org/W7084748613"],"abstract_inverted_index":{"The":[0,78],"integration":[1],"of":[2,22],"artificial":[3],"intelligence":[4],"(AI)":[5],"and":[6,17,31,36,55,72,86,99,115,134],"machine":[7],"learning":[8],"(ML)":[9],"is":[10,84],"becoming":[11],"more":[12],"common":[13],"in":[14,39,137,141],"physical":[15,41,92,142],"therapy":[16],"can":[18,62],"affect":[19],"every":[20],"aspect":[21],"practice.":[23],"This":[24],"study":[25],"aims":[26],"to":[27,47,80,95,118],"explore":[28],"how":[29],"AI":[30,43,87],"ML":[32],"are":[33],"being":[34],"used":[35],"their":[37,97],"impact":[38],"outpatient":[40],"therapy.":[42,143],"has":[44],"the":[45,49],"potential":[46,139],"reshape":[48],"profession":[50],"through":[51,102],"clinical":[52,100],"practice,":[53],"research,":[54],"education":[56],"(Reis":[57],"et":[58,75,122],"al,":[59],"2024).":[60],"It":[61],"also":[63],"introduce":[64],"precise,":[65],"efficient":[66],"procedures":[67],"that":[68,125],"improve":[69],"patient":[70],"outcomes":[71],"recovery":[73],"(Aldhahi":[74],"al.,":[76],"2025).":[77],"pressure":[79],"provide":[81],"value-based":[82],"care":[83],"growing,":[85],"offers":[88],"an":[89],"opportunity":[90],"for":[91],"therapists":[93],"(PTs)":[94],"elevate":[96],"expertise":[98],"decision-making":[101],"augmented,":[103],"evidence-based":[104],"processes":[105],"(Hao":[106],"&":[107],"Siu,":[108],"2026).":[109],"Despite":[110],"varied":[111],"eagerness":[112],"among":[113],"PTs":[114,126],"healthcare":[116],"organizations":[117],"adopt":[119],"AI,":[120],"Aldhahi":[121],"al.":[123],"found":[124],"generally":[127],"held":[128],"optimistic":[129],"attitudes":[130],"toward":[131],"its":[132,138],"implementation":[133],"were":[135],"confident":[136],"benefits":[140]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-11-06T00:00:00"}
