On-board imaging (OBI) utilizing megavoltage (MV) and kilovoltage (kV) cone beam CT (CBCT) is a widely used imaging technique for daily patient bony alignment and prostate marker alignment 15. This study extracted a total of 137 radiomic features from planning CT images of head and neck cancer patients and warned that variation in delineation can significantly affect some radiomic features. A study by Pavic et al., examined intra-observer variation effects on radiomic features extracted from CT images 12. The study demonstrated that the impact of contour uncertainty on PET-based radiomic features varied widely and cautioned predictive use in the context of contouring uncertainty for models involving PET-based radiomic features. Contours are typically created by a trained radiation oncologist however, inter-, and intra-observer contouring variation can still be significant when considering radiomics 10, 13.Ī recent study by Yang et al., investigated the impact of contouring variability on PET-based radiomic features for lung cancer 14. Several groups have studied the robustness of radiomic features with respect to contouring variability 3, 4, 5, 10, 11, 12. Research has shown the power of radiomics for many disease sites however, these studies also show variability with respect to imaging modality, reconstruction algorithms, feature selection, and volume of interest (VOI) 3, 4, 5, 6, 7, 8, 9. Previous studies have linked several radiomic features directly to patient survival 2. The extraction and analysis of quantitative radiological features provides valuable information before, during and after radiation therapy (RT) 1. Radiomics is a promising tool with potential diagnostic, prognostic and predictive powers. The use of auto contours for radiomic feature analysis is promising but must be done with caution. Auto-propagation of prostate contours resulted in nearly 95% of DIRs within tolerance recommendations of TG-132, leading to the majority of features being regarded as acceptably robust. 30 radiomic features had a CCC > 0.90 and 21 had a mean |%∆|RF < 5%. Of the 1,010 fractions under consideration, 94.8% of DIRs were within TG-132 recommended tolerance. Lin’s concordance correlation coefficient (CCC) and mean absolute percent difference in radiomic feature-derived data (mean |%Δ|RF) between auto and manual contours were calculated. Radiomic features from 6 classes were extracted from each contour. Quantitative assessment of deformed versus manually drawn prostate contours on daily CBCT images was performed using Dice similarity coefficient (DSC), mean distance-to-agreement (MDA), difference in center-of-mass position (ΔCM) and difference in volume (ΔVol). The prostate contours were also manually drawn by a physician. Planning CTs (pCTs) were deformably registered to daily cone-beam CTs (CBCTs) to generate prostate contours (auto contours). Twenty-eight prostate cancer patients enrolled on an institutional review board (IRB) approved protocol were selected. This study provides a quantitative assessment of the accuracy of a commercially available deformable image registration (DIR) algorithm to automatically generate prostate contours and additionally investigates the robustness of radiomic features to differing contours.
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The company has a debt-to-equity ratio of 0.14, a current ratio of 3.16 and a quick ratio of 2.07. The business’s 50 day moving average price is $8.68 and its 200-day moving average price is $9.45. Institutional investors own 49.99% of the company’s stock. Finally, Prudential PLC bought a new position in shares of Plug Power in the first quarter valued at approximately $248,000. IL now owns 8,328 shares of the electronics maker’s stock valued at $238,000 after acquiring an additional 934 shares during the last quarter. IL raised its stake in shares of Plug Power by 12.6% in the first quarter. Dimensional Fund Advisors LP now owns 1,250,478 shares of the electronics maker’s stock valued at $35,771,000 after acquiring an additional 320,262 shares during the last quarter. Dimensional Fund Advisors LP raised its stake in shares of Plug Power by 34.4% in the first quarter. MetLife Investment Management LLC bought a new position in shares of Plug Power in the first quarter valued at approximately $947,000. US Bancorp DE now owns 11,362 shares of the electronics maker’s stock worth $324,000 after purchasing an additional 833 shares during the period. US Bancorp DE lifted its stake in Plug Power by 7.9% during the first quarter. Institutional Inflows and OutflowsĪ number of hedge funds and other institutional investors have recently added to or reduced their stakes in PLUG. Corporate insiders own 1.60% of the company’s stock. The sale was disclosed in a filing with the SEC, which can be accessed through the SEC website. Following the completion of the transaction, the insider now owns 250,609 shares in the company, valued at $1,804,384.80. The shares were sold at an average price of $7.20, for a total transaction of $230,097.60. In other Plug Power news, insider Jose Luis Crespo sold 31,958 shares of the firm’s stock in a transaction dated Monday, October 2nd. Based on data from MarketBeat, the company has a consensus rating of “Moderate Buy” and an average target price of $17.61. Eight analysts have rated the stock with a hold rating and twelve have assigned a buy rating to the company. Finally, Northland Securities raised Plug Power from a “market perform” rating to an “outperform” rating and set a $22.00 target price on the stock in a research report on Friday, July 14th. Riley lowered their price target on Plug Power from $26.00 to $18.00 in a research report on Tuesday, June 27th. Roth Capital downgraded Plug Power from a “buy” rating to a “neutral” rating in a research report on Thursday, August 10th. Piper Sandler raised their price target on Plug Power from $8.00 to $9.00 in a research report on Tuesday, July 18th. Morgan Stanley cut their target price on Plug Power from $15.00 to $10.00 and set an “equal weight” rating on the stock in a report on Thursday, August 31st. Several other research firms have also weighed in on PLUG. Plug Power shares last traded at $6.33, with a volume of 2,415,920 shares traded. currently has an overweight rating on the stock. The stock had previously closed at $6.40, but opened at $6.22. lowered their price target on the stock from $14.00 to $12.00. ( NASDAQ:PLUG – Get Free Report)’s stock price gapped down before the market opened on Friday after JPMorgan Chase & Co. Although it does not have features as many as Cura Luxe, T3 Cura has the same Digital IonAir technology, which is can help you hydrate and smooth your hair cuticles while blow drying.ĭespite the fact that T3 Cura may not have the most advanced features, this Cura blow dryer is a solid-quality and worth-trying professional hair dryer. 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You can use the TextField widget to build forms, send messages, dialogs, search, etc. This sample shows how to get a value from a TextField via the. The TextField widget allows users to enter text, numbers, and symbols in your app. We will make the icon clickable and see/hide the password. We stand in solidarity with the Black community. This callback is applied to the text fields current value when the user finishes editing. This code above from the answer needs to go to initState (), the search function will handle your debounced search query, and your onChange callback in TextField will need to call subject.add (string). If we want to remove the decoration properties entirely, it is required to set the decoration to null. This is the magical step where all the magic is going to happen. If using Flutter, then subject is a field in your widget. 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Full disclosure, I created it, but it has a free mode and I would appreciate some feedback about whether it’s useful or not to anyone who is running Airtable for their business like we are.īasically it allows you to run SQL on your airtable bases as if you were writing queries on SQL Server. Manage database on spreadsheet-like UI and build cloud functions workflows in JS/TS, all in your browser. If you have ever wanted to run SQL queries on Airtable, like I have, then take a look at ZapQuery. Confirming rumors, Airtable today announced it has raised 185 million in funding at a 2.585 billion valuation more than double its. |
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