{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T02:48:06Z","timestamp":1747190886769,"version":"3.40.5"},"reference-count":15,"publisher":"Wiley","license":[{"start":{"date-parts":[[2022,1,3]],"date-time":"2022-01-03T00:00:00Z","timestamp":1641168000000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Scientific Programming"],"published-print":{"date-parts":[[2022,1,3]]},"abstract":"<jats:p>Objective. This work aims to analyze the surgical timing and clinical efficacy of transvaginal cervical ring ligation based on the ultrasound image focus detection of patients with cervical insufficiency (CIC) under the ultrasound image theme generation model. Methods. 134 CIC patients who came to the hospital for ultrasound imaging diagnosis were collected. Observation group was treated with cervical cerclage (CC) and the pregnancy outcome was followed up. Control group was treated conservatively. Results. For patients in the control group, average gestational age was 21.12\u2009\u00b1\u20092.18 weeks, average cervical length (CL) was 15.54\u2009\u00b1\u20090.42\u2009mm, and average uterine opening width was 3.06\u2009\u00b1\u20090.63\u2009mm. In the observation group, average gestational age was 24.45\u2009\u00b1\u20094.12 weeks, average CL was 17.32\u2009\u00b1\u20094.09\u2009mm, and average uterine opening width was 0.21\u2009mm. There were significant differences between the two groups (<jats:inline-formula>\n                     <a:math xmlns:a=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M1\">\n                        <a:mi>P<\/a:mi>\n                        <a:mo>&lt;<\/a:mo>\n                        <a:mn>0.05<\/a:mn>\n                     <\/a:math>\n                  <\/jats:inline-formula>). There were also significant differences in the degree of uterine orifice dilation between the two groups (<jats:inline-formula>\n                     <c:math xmlns:c=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M2\">\n                        <c:mi>P<\/c:mi>\n                        <c:mo>&lt;<\/c:mo>\n                        <c:mn>0.05<\/c:mn>\n                     <\/c:math>\n                  <\/jats:inline-formula>). Pregnancy outcomes of the two groups were compared, and \u03c72 and <jats:inline-formula>\n                     <e:math xmlns:e=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M3\">\n                        <e:mi>P<\/e:mi>\n                        <e:mo>&lt;<\/e:mo>\n                        <e:mn>0.05<\/e:mn>\n                     <\/e:math>\n                  <\/jats:inline-formula> indicated significant differences. Conclusion. Convolution neural network (CNN) and long short-term memory model (LSTM) algorithm were used to classify patients' ultrasound images, which could effectively improve diagnosis and treatment efficiency. Surgical success rate, clinical outcomes, neonatal survival rate, and clinical effect of observation group were better than those of control group. Cervical ligation was best performed before 17 weeks of pregnancy in CIC.<\/jats:p>","DOI":"10.1155\/2022\/4455353","type":"journal-article","created":{"date-parts":[[2022,1,3]],"date-time":"2022-01-03T21:35:08Z","timestamp":1641245708000},"page":"1-8","source":"Crossref","is-referenced-by-count":0,"title":["Deep Learning-Based Analysis of Efficiency and Surgical Timing for Patients with Cervical Insufficiency Using Transvaginal Ultrasound Images"],"prefix":"10.1155","volume":"2022","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6147-1223","authenticated-orcid":true,"given":"Xuekui","family":"Ye","sequence":"first","affiliation":[{"name":"Department of Gynaecology, Shijiazhuang No. 4 Hospital, Shijiazhuang 050000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3958-2848","authenticated-orcid":true,"given":"Li","family":"Zhang","sequence":"additional","affiliation":[{"name":"Department of Gynaecology, Shijiazhuang No. 4 Hospital, Shijiazhuang 050000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8997-6434","authenticated-orcid":true,"given":"Rongxia","family":"Liu","sequence":"additional","affiliation":[{"name":"Department of Gynaecology, Shijiazhuang No. 4 Hospital, Shijiazhuang 050000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6718-1091","authenticated-orcid":true,"given":"Yongjuan","family":"Liu","sequence":"additional","affiliation":[{"name":"Department of Gynaecology, Shijiazhuang No. 4 Hospital, Shijiazhuang 050000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6378-0599","authenticated-orcid":true,"given":"Guowei","family":"Jiang","sequence":"additional","affiliation":[{"name":"The Second Department of Obstetrics, Shijiazhuang No. 4 Hospital, Shijiazhuang 050000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1097\/GRF.0000000000000184"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1186\/s12884-019-2466-5"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.4103\/0366-6999.193451"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.5468\/ogs.2018.61.1.23"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1016\/j.clinimag.2018.01.013"},{"issue":"5","key":"6","first-page":"341","article-title":"Effects of cervical cerclage on cervical length and the impact of changes in cervical length on pregnancy prognosis","volume":"83","author":"S. S. R. Herbst","year":"2018","journal-title":"Cesk\u00e1 Gynekologie"},{"issue":"12","key":"7","first-page":"946","article-title":"Effective treatment of cervical incompetence in a monochorionic monoamniotic twin pregnancy with a rescue cervical cerclage and pessary--a case report and review of literature","volume":"83","author":"K. Kosi\u0144ska-Kaczy\u0144ska","year":"2012","journal-title":"Ginekologia Polska"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1111\/jog.14004"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijgo.2016.07.006"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1002\/lary.26681"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1177\/0003134820919739"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1007\/s11227-021-04051-5"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1016\/j.tjog.2018.11.014"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1177\/0194599815620134"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1177\/1945892418768584"}],"container-title":["Scientific Programming"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2022\/4455353.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2022\/4455353.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/sp\/2022\/4455353.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,1,3]],"date-time":"2022-01-03T21:35:13Z","timestamp":1641245713000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/sp\/2022\/4455353\/"}},"subtitle":[],"editor":[{"given":"M","family":"Pallikonda Rajasekaran","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2022,1,3]]},"references-count":15,"alternative-id":["4455353","4455353"],"URL":"https:\/\/doi.org\/10.1155\/2022\/4455353","relation":{},"ISSN":["1875-919X","1058-9244"],"issn-type":[{"type":"electronic","value":"1875-919X"},{"type":"print","value":"1058-9244"}],"subject":[],"published":{"date-parts":[[2022,1,3]]}}}