{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,30]],"date-time":"2026-09-30T06:26:14Z","timestamp":1790749574206,"version":"4.1.0"},"reference-count":21,"publisher":"SAGE Publications","issue":"5","license":[{"start":{"date-parts":[[2021,12,30]],"date-time":"2021-12-30T00:00:00Z","timestamp":1640822400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Hand (New York, N,Y.)"],"published-print":{"date-parts":[[2023,7]]},"abstract":"<jats:sec>\n                    <jats:title>Background:<\/jats:title>\n                    <jats:p>Physician review websites have influence on a patient\u2019s selection of a provider. Written reviews are subjective and difficult to quantitatively analyze. Sentiment analysis of writing can quantitatively assess surgeon reviews to provide actionable feedback for surgeons to improve practice. The objective of this study is to quantitatively analyze large subset of written reviews of hand surgeons using sentiment analysis and report unbiased trends in words used to describe the reviewed surgeons and biases associated with surgeon demographic factors.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods:<\/jats:title>\n                    <jats:p>Online written and star-rating reviews of hand surgeons were obtained from healthgrades.com and webmd.com . A sentiment analysis package was used to calculate compound scores of all reviews. Mann-Whitney U tests were performed to determine the relationship between demographic variables and average sentiment score of written reviews. Positive and negative word and word-pair frequency analysis was also performed.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results:<\/jats:title>\n                    <jats:p>\n                      A total of 786 hand surgeons\u2019 reviews were analyzed. Analysis showed a significant relationship between the sentiment scores and overall average star-rated reviews ( r\n                      <jats:sup>2<\/jats:sup>\n                      = 0.604, P \u2264 .01). There was no significant difference in review sentiment by provider sex; however, surgeons aged 50 years and younger had more positive reviews than older ( P &lt; .01). The most frequently used bigrams used to describe top-rated surgeons were associated with good bedside manner and efficient pain management, whereas those with the worst reviews are often characterized as rude and unable to relieve pain.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions:<\/jats:title>\n                    <jats:p>This study provides insight into both demographic and behavioral factors contributing to positive reviews and reinforces the importance of pain expectation management.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1177\/15589447211060439","type":"journal-article","created":{"date-parts":[[2021,12,31]],"date-time":"2021-12-31T00:38:31Z","timestamp":1640911111000},"page":"854-860","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":20,"title":["Using Sentiment Analysis to Understand What Patients Are Saying About Hand Surgeons Online"],"prefix":"10.1177","volume":"18","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4544-3262","authenticated-orcid":false,"given":"Justin E.","family":"Tang","sequence":"first","affiliation":[{"name":"Icahn School of Medicine at Mount Sinai, New York, NY, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Varun","family":"Arvind","sequence":"additional","affiliation":[{"name":"Icahn School of Medicine at Mount Sinai, New York, NY, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8582-6105","authenticated-orcid":false,"given":"Christopher A.","family":"White","sequence":"additional","affiliation":[{"name":"Icahn School of Medicine at Mount Sinai, New York, NY, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6572-585X","authenticated-orcid":false,"given":"Calista","family":"Dominy","sequence":"additional","affiliation":[{"name":"Icahn School of Medicine at Mount Sinai, New York, NY, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jun S.","family":"Kim","sequence":"additional","affiliation":[{"name":"Icahn School of Medicine at Mount Sinai, New York, NY, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Samuel K.","family":"Cho","sequence":"additional","affiliation":[{"name":"Icahn School of Medicine at Mount Sinai, New York, NY, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amanda","family":"Walsh","sequence":"additional","affiliation":[{"name":"Icahn School of Medicine at Mount Sinai, New York, NY, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2021,12,30]]},"reference":[{"key":"bibr1-15589447211060439","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.2702"},{"key":"bibr2-15589447211060439","doi-asserted-by":"publisher","DOI":"10.1080\/10410236.2018.1475192"},{"key":"bibr3-15589447211060439","doi-asserted-by":"publisher","DOI":"10.2196\/14134"},{"key":"bibr4-15589447211060439","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2018.01.037"},{"issue":"8","key":"bibr5-15589447211060439","first-page":"359","volume":"43","author":"Bakhsh W","year":"2014","journal-title":"Am J Orthop (Belle Mead NJ)"},{"key":"bibr6-15589447211060439","doi-asserted-by":"publisher","DOI":"10.1016\/j.arth.2019.11.021"},{"key":"bibr7-15589447211060439","doi-asserted-by":"publisher","DOI":"10.2106\/JBJS.RVW.19.00158"},{"key":"bibr8-15589447211060439","doi-asserted-by":"publisher","DOI":"10.3928\/01477447-20201210-07"},{"key":"bibr9-15589447211060439","doi-asserted-by":"publisher","DOI":"10.1016\/j.arth.2019.12.004"},{"issue":"3","key":"bibr10-15589447211060439","first-page":"139","volume":"5","author":"Kirkpatrick W","year":"2017","journal-title":"Arch Bone Jt Surg"},{"key":"bibr11-15589447211060439","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhsa.2015.10.006"},{"key":"bibr12-15589447211060439","doi-asserted-by":"publisher","DOI":"10.3928\/01477447-20180409-06"},{"key":"bibr13-15589447211060439","unstructured":"The Physician Payments Sunshine Act. n.d. https:\/\/www.healthaffairs.org\/do\/10.1377\/hpb20141002.272302\/full\/. Accessed June 24, 2021."},{"key":"bibr14-15589447211060439","doi-asserted-by":"publisher","DOI":"10.1609\/icwsm.v8i1.14550"},{"key":"bibr15-15589447211060439","doi-asserted-by":"publisher","DOI":"10.1177\/1938640019832363"},{"key":"bibr16-15589447211060439","doi-asserted-by":"publisher","DOI":"10.3928\/01477447-20150402-52"},{"key":"bibr17-15589447211060439","doi-asserted-by":"publisher","DOI":"10.3171\/2018.8.SPINE18553"},{"key":"bibr18-15589447211060439","doi-asserted-by":"publisher","DOI":"10.1177\/1558944718787285"},{"key":"bibr19-15589447211060439","doi-asserted-by":"publisher","DOI":"10.36076\/ppj\/2019.22.E477"},{"key":"bibr20-15589447211060439","doi-asserted-by":"publisher","DOI":"10.1001\/jamainternmed.2017.6611"},{"key":"bibr21-15589447211060439","doi-asserted-by":"publisher","DOI":"10.1016\/j.spinee.2018.03.017"}],"container-title":["HAND"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/15589447211060439","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/full-xml\/10.1177\/15589447211060439","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/15589447211060439","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T07:27:52Z","timestamp":1777447672000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/15589447211060439"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,12,30]]},"references-count":21,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2023,7]]}},"alternative-id":["10.1177\/15589447211060439"],"URL":"https:\/\/doi.org\/10.1177\/15589447211060439","relation":{},"ISSN":["1558-9447","1558-9455"],"issn-type":[{"value":"1558-9447","type":"print"},{"value":"1558-9455","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,12,30]]}}}