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ARTIFICIAL INTELLIGENCE IN ROOT CANAL WORKING LENGTH DETERMINATION: CURRENT OPPORTUNITIES
October, 2026 • Dataset • Egyptian Medical Journal of the National Research Center
Muxammadxonov Azizbek Muzaffarovich, Po'latov Abdulloh Anvar o'g'li, Worldly Knowledge Publishing Centre
Relevance.Accurate determination of the working length (WL) of the root canal is critical to successful endodontic treatment. Traditional methods—tactile, electronic (apex location), and radiogr…
Relevance.Accurate determination of the working length (WL) of the root canal is critical to successful endodontic treatment. Traditional methods—tactile, electronic (apex location), and radiographic—exhibit variability in accuracy and operator dependence. Artificial intelligence (AI), including machine learning and deep neural networks, is seen as a promising tool for improving the objectivity and reproducibility of measurements.
Target.To systematize and critically evaluate current data on the use of AI models for determining the working length of root canals and identifying apical landmarks.
Materials and methods.An analysis of systematic reviews, meta-analyses, and primary studies indexed in PubMed, Scopus, Embase, and the Cochrane Library was conducted. Methodological quality was assessed using the QUADAS-2 tool, and the certainty of evidence was assessed using the GRADE system.
Results.Six primary studies and two systematic reviews with meta-analysis were included. The reported sensitivity values ranged from 0.85–1.00, specificity from 0.50–1.00, and accuracy from 0.70–0.95. A meta-analysis of five studies (over 1,765 teeth) demonstrated higher chances of correctly determining the RD using AI compared to expert assessment. However, all included studies were characterized by internal validation, the use of retrospective or laboratory data, and the absence of prospective multicenter studies.
Conclusion.AI models demonstrate preliminary research potential for determining working length. The certainty of the evidence is assessed as low. Implementation into clinical practice requires prospective external validation in independent cohorts with standardized reporting protocols.
Artificial intelligence, root canal working length, electronic apex locator, deep learning, endodontics, diagnostic accuracy.
BO'LAJAK TARJIMONLARDA MUMTOZ ASARLARDAGI LEKSIK-FRAZEOLOGIK BIRLIKLARNI TARJIMA QILISH KOMPETENSIYASINI SHAKLLANTIRISH ("FIRDAVS UL-IQBOL" ASARI MISOLIDA)
October, 2026 • Journal article • «Maktabgacha va maktab ta'limi» (Preschool and School Education) Journal
Borasulova, Dilnoza Dilmurodjon qizi
Mazkur maqolada bo'lajak tarjimonlarda mumtoz va tarixiy asarlarni o'girish jarayonida leksik-frazeologik kompetensiyani tarkib toptirish masalalari tahlil qilinadi. Xiva xonligi tarixini o'zida aks e…
Mazkur maqolada bo'lajak tarjimonlarda mumtoz va tarixiy asarlarni o'girish jarayonida leksik-frazeologik kompetensiyani tarkib toptirish masalalari tahlil qilinadi. Xiva xonligi tarixini o'zida aks ettirgan Munis va Ogahiyning "Firdavs ul-iqbol" asari misolida turkiy tili qatlamiga xos bo'lgan arabiy, forsiy iboralar va frazeologizmlarni xorijiy tillarga (ingliz tiliga) aslidagidek muqobil variantlarda yetkazib berish usullari tadqiq etilgan. Maqolada talabalarda badiiy va tarixiy nasrni tarjima qilish malakasini rivojlantirishning metodik prinsiplari, muallifning shaxsiy ilmiy izlanishlari va xorijiy tarjimalar qiyosi ko'rib chiqilgan.
tarjima kompetensiyasimumtoz adabiyotleksik-frazeologik birlikFirdavs ul-iqbolbadiiy tarjima
fsantibanezleal/CAOS_RESEARCH: CAOS Research 0.76.000
October, 2026 • Software
Felipe Santibáñez-Leal
EXP-028 extends the internally reviewed shifted mollified second-moment range to nu < min(1/2,(17/33)(2theta-1)). With the unchanged certified detector and Wang's attributed pair input, every fixed…
EXP-028 extends the internally reviewed shifted mollified second-moment range to nu < min(1/2,(17/33)(2theta-1)). With the unchanged certified detector and Wang's attributed pair input, every fixed theta in [0.5339,1) has positive asymptotic simple-critical density; h(0.5339) > 0.0003985233159135. Levinson v0.02 is published at DOI 10.5281/zenodo.23132248. RH remains open; no effective height, external peer acceptance or worldwide priority is claimed.
All six tabs and 28 experiment records expose the proof and claim boundaries in English/Spanish and both themes. Stopped incomplete EXP-023 remains excluded. Develop/main CI and Pages pass; all 76 live files match the reviewed build and actual Pages artifact exactly. Local full-panel and corrected-build matrices pass; production replay passes 8 scenarios, 48 tabs and 704 hash-verified screenshots, with selected actual visual inspection. Validation is scoped; no all-repository test or mathematical-proof-by-computation claim.
Экономическое содержание отношений собственности и особенности рыночной системы
October, 2021 • Conference paper
Norboyev, Odil Abrayevich
Материалы XXXVIII Всероссийской научно-практической конференции Наука, реальность и образование в контексте механистических парадигм исследований, 14 октября 2021 г., г. Ростов-на-Дону (Издательство О…
Материалы XXXVIII Всероссийской научно-практической конференции Наука, реальность и образование в контексте механистических парадигм исследований, 14 октября 2021 г., г. Ростов-на-Дону (Издательство ООО Равновесие совместно с Южным университетом).Файл из DSc коллекции ТЕЗИСЛАР Норбоева Одила Абраевича, Ташкентский государственный экономический университет. Полный текст сборника загружен; тематический раздел - экономическое содержание отношений собственности.
отношения собственностирыночная системаproperty relationsmarket system
МОДЕЛИРОВАНИЕ ПРОЦЕССА ФОРМИРОВАНИЯ ПАТРИОТИЗМА У КУРСАНТОВ НА ОСНОВЕ КУЛЬТУРНОГО НАСЛЕДИЯ КАЗАХСКОЙ И УЗБЕКСКОЙ ИНТЕЛЛИГЕНЦИИ
October, 2026 • Journal article • «Maktabgacha va maktab ta'limi» (Preschool and School Education) Journal
Малдыбаев, Куандик Бекбауович
В статье обоснована педагогическая модель формирования патриотизма у курсантов на основе культурного наследия казахской и узбекской интеллигенции. Модель объединяет целевой, методологический, содержат…
В статье обоснована педагогическая модель формирования патриотизма у курсантов на основе культурного наследия казахской и узбекской интеллигенции. Модель объединяет целевой, методологический, содержательный, организационно-процессуальный, диагностико-результативный и рефлексивно-корректирующий блоки. Сформированность патриотизма рассматривается через ценностно-мотивационный, когнитивно-познавательный, эмоционально-волевой и деятельностно-поведенческий компоненты, которым соответствуют четыре критерия и шестнадцать показателей. Обоснованы три педагогических условия, шесть содержательных модулей и три уровня сформированности патриотизма. Раскрыт механизм перехода историко-культурного содержания в личностный и профессиональный смысл, а затем - в патриотически ответственное поведение курсанта.
Sanoatni rivojlantirish va uni amalga oshirish yo'nalishlari
May, 2022 • Conference paper
Norboyev, Odil Abrayevich
Maqolada sanoatni rivojlantirishning mohiyati va uni jahon iqtisodiyotida amalga oshirish shart-sharoitlari, milliy darajada sanoat sektori tuzilmasining moslashuvchanligi va yuqori iqtisodiy rivojlan…
Maqolada sanoatni rivojlantirishning mohiyati va uni jahon iqtisodiyotida amalga oshirish shart-sharoitlari, milliy darajada sanoat sektori tuzilmasining moslashuvchanligi va yuqori iqtisodiy rivojlanish bo'yicha taklif va amaliy tavsiyalar o'rganilgan (Norboyev O.A., 302-bet atrofidagi to'plam materiallari).Original filename: Саноатни ривожлантириш ва уни амалга ошириш йўналишлари.pdf. To'liq matnli PDF DSc to'plamidan yuklandi.Publication date file date 2022-05-27; references up to 2019; exact proceedings date to be clarified.
A Hot Neptune Candidate on a 3.15-Day Orbit Interior to the Giant-Planet Candidate TOI-7387.01
October, 2026 • Preprint
Tovar Contreras, Luis Raúl
We report a second transiting-planet candidate in the TOI-7387 system (TIC 300381700), a T = 12.4, slightly evolved F9/G0 dwarf at about 600 pc that already hosts the 9.09-day giant-planet candidate T…
We report a second transiting-planet candidate in the TOI-7387 system (TIC 300381700), a T = 12.4, slightly evolved F9/G0 dwarf at about 600 pc that already hosts the 9.09-day giant-planet candidate TOI-7387.01. The new signal has a period of P = 3.1452736 ± 0.0000089 d and a depth of about 1000 ppm. It is detected in 69 transits in TESS 2-min photometry from Sectors 87–98 and is recovered independently in three full-frame-image pipelines (QLP, TGLC, TESS-SPOC) in every TESS observing year from 2018 to 2025. The SPOC pipeline flagged it as a threshold-crossing event in its Sector 1–96 multi-sector search, but it has not been released as a TOI. A joint transit model of both signals gives a radius of 4.62 ± 0.26 Earth radii, an orbital distance of 0.045 au and an equilibrium temperature of about 1610 K for the candidate. This places it inside the short-period Neptunian desert, on an orbit interior to a 14 ± 1 Earth-radius companion. The candidate passes odd/even, secondary-eclipse and period-alias tests. A point-spread-function fit to per-sector difference images excludes all 33 Gaia DR3 neighbours bright enough to produce the signal, and the depth does not change with aperture size. TRICERATOPS gives a false-positive probability of 0.013 ± 0.003, but the nearby false-positive probability (0.006 ± 0.001) is above the statistical-validation threshold because no high-resolution imaging of the star exists. We therefore present it as a planet candidate and describe the observations needed to validate it and measure its mass. The predicted radial-velocity semi-amplitude is about 8 m/s for a mass of about 19 Earth masses.
Статья Норбоева О.А., ТГЭУ, г. Ташкент, опубликованная в журнале Accountancy Eurasia, 2020 г. (стр. 51-54). Вопросы учета товарно-материальных запасов: оценка по фактической себестоимости, методы ФИФО…
Статья Норбоева О.А., ТГЭУ, г. Ташкент, опубликованная в журнале Accountancy Eurasia, 2020 г. (стр. 51-54). Вопросы учета товарно-материальных запасов: оценка по фактической себестоимости, методы ФИФО и средневзвешенной стоимости (AVECO), счета учета материалов 1000-1600, нормативно-правовые документы РУз (Закон О бухгалтерском учете, НСБУ N4, N19, N21).Original filename: Особенности учета товарно-материальных ценности.pdf. Full-text PDF from DSc collection.
Daten von Bodenfeuchte-Sensoren aus der Region des Teutoburger Waldes in Ostwestfalen-Lippe (Deutschland), die im Rahmen eines ehrenamtlichen Citizen Science Projektes von Code for Bielefeld e.V. gesa…
Daten von Bodenfeuchte-Sensoren aus der Region des Teutoburger Waldes in Ostwestfalen-Lippe (Deutschland), die im Rahmen eines ehrenamtlichen Citizen Science Projektes von Code for Bielefeld e.V. gesammelt werden. Visualisierung auf bodenfeuchte.org
Spaltenbeschreibung
Geräte-ID (device)
Diese Spalte enthält eine eindeutige Kennung für jedes Gerät. Die Geräte-ID ist ein alphanumerischer Code, der verwendet wird, um die Daten eines bestimmten Sensors eindeutig zu bestimmen
Gerätemarke (device_brand)
Marke des Bodenfeuchtesensors (z.B. dragino)
Gerätemodell (device_model)
Modell des Bodenfeuchtesensors (z.B. lse01)
Breitengrad (latitude)
Der Breitengrad des Standorts, an dem das Gerät installiert ist.
Längengrad (longitude)
Der Längengrad des Standorts, an dem das Gerät installiert ist.
Bodenfeuchtigkeit (soil_moisture)
Diese Spalte enthält den aktuellen Wert der Bodenfeuchtigkeit, gemessen in Prozent. Sie gibt an, wie viel Wasser im Boden enthalten ist, wobei höhere Werte auf eine höhere Bodenfeuchtigkeit hinweisen.
Bodenleitfähigkeit (soil_conductivity)
Dieser Wert gibt die elektrische Leitfähigkeit des Bodens in Mikrosiemens pro Zentimeter (µS/cm) an, was ein Indikator für die Menge an gelösten Salzen oder Nährstoffen im Boden ist.
Bodentemperatur (soil_temperature)
Die aktuelle Temperatur des Bodens in Grad Celsius gemessen.
Batteriestatus (battery)
Diese Spalte gibt die aktuelle Spannung der Batterie des Geräts in Volt an. Eine ausreichende Batteriespannung ist notwendig, um sicherzustellen, dass das Gerät weiterhin ordnungsgemäß funktioniert.
Letztes Update (last_update)
Das Datum und die Uhrzeit des letzten Datenupdates für den jeweiligen Sensor. Der Zeitstempel folgt dem ISO 8601-Format und enthält Informationen über das Datum, die Uhrzeit und die Zeitzone.
Evaluation of Incidental Thyroid Nodules on Neck CT and Their Clinical Significance
October, 2026 • Journal article • International Journal of Medical Science in Clinical Research & Review
Dr. Ranjini G Lakshmi1, Dr. Haris K P2, Dr. Albert Jacob3
Abstract
Background: Incidental thyroid nodules are commonly detected on neck CT performed for non-thyroid indications. Although most are benign, some may represent clinically significant thyroid dis…
Abstract
Background: Incidental thyroid nodules are commonly detected on neck CT performed for non-thyroid indications. Although most are benign, some may represent clinically significant thyroid disease. Aim: To evaluate the prevalence, CT characteristics, and clinical significance of incidental thyroid nodules and their correlation with subsequent ultrasonographic, cytological, and histopathological findings. Materials and Methods: A prospective observational study was conducted over 18 months (January 2025–June 2026) in a tertiary care teaching hospital in India. A total of 600 adult patients undergoing contrast-enhanced neck CT for non-thyroid indications were evaluated. Nodule characteristics were assessed on CT, and selected patients underwent thyroid ultrasonography, fine-needle aspiration cytology, and histopathological evaluation. Results: Incidental thyroid nodules were identified in 138 of 600 patients (23.0%). The mean nodule diameter was 14.2 ± 8.6 mm, and 31 patients (22.5%) showed suspicious CT characteristics. Ultrasonography was performed in 96 (69.6%) patients and FNAC in 42 (43.8%) of these. Cytology was benign in 27 (64.3%), indeterminate in 8 (19.0%), suspicious in 3 (7.1%), and malignant in 4 (9.5%). Histopathology confirmed papillary thyroid carcinoma in 6 and follicular thyroid carcinoma in 1 patient. Overall, clinically significant thyroid pathology was identified in 10 patients (7.2%). Nodules ≥15 mm and those with suspicious CT features were significantly associated with clinically significant pathology (p<0.001). Conclusion: Incidental thyroid nodules are common on neck CT, but only a minority demonstrate clinically significant pathology. Nodule size and suspicious CT characteristics may help identify patients requiring further evaluation. A structured, risk-based approach can facilitate detection of significant thyroid disease while limiting unnecessary investigation.
Keywords: incidental thyroid nodule; neck computed tomography; thyroid incidentaloma; thyroid malignancy; thyroid carcinoma; multidetector CT; thyroid ultrasonography; fine-needle aspiration
There is an increasing interest in upgrading the EModel, a parametric tool for speech quality estimation, to the wideband and super-wideband contexts. The
Contemporary models of Unmanned Aerial Vehicles (UAVs) are largely developed using simulators. In a typical scheme, a flight simulator is dovetailed with a
Undertaking engineering research can be compounding for beginning graduate students and thwarting even for seasoned researchers. With a wealth of academic
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