Patient specific quality assurance

患者特定质量保证
  • 文章类型: Journal Article
    使用医用线性加速器(LINAC)对脑肿瘤的立体定向放射外科(SRS)要求高精度和准确性。特定的质量保证(QA)对于每个接受SRS的患者都至关重要,以通过确保X射线束根据肿瘤位置进行靶向来保护附近的非癌细胞。在这项工作中,使用增材制造(AM)工艺开发了一种充满水的通用拟人化头部体模,该体模由两个带有偏心孔的可移动部件组成,用于在SRS中执行QA。在患者特定的QA中,将使用治疗计划系统(TPS)的计划辐射剂量与体模中测量的剂量进行比较。此外,对于在体模的中心孔和偏心孔处的不同能量束,使用电离室在200MU下测试辐射束的能量一致性。实验检查结果显示TPS中的计划剂量在5%的偏差内达到目标。对于能量一致性测试,在偏心孔中输送的剂量与输送到中心孔的剂量的比率显示出小于2%的变化。设计的,观察到低成本的充满水的拟人化体模可以改善SRS治疗中患者特定QA的定位验证和准确的剂量测定。
    Stereotactic Radiosurgery (SRS) for brain tumors using Medical Linear Accelerator (LINAC) demands high precision and accuracy. A specific Quality Assurance (QA) is essential for every patient undergoing SRS to protect nearby non-cancerous cells by ensuring that the X-ray beams are targeted according to tumor position. In this work, a water-filled generic anthropomorphic head phantom consisting of two removable parts with eccentric holes was developed using Additive Manufacturing (AM) process for performing QA in SRS. In the patient specific QA, the planned radiation dose using Treatment Planning System (TPS) was compared with the dose measured in the phantom. Also, the energy consistency of radiation beams was tested at 200 MU for different energy beams at the central and eccentric holes of the phantom using an ionization chamber. Experimentally examined results show that planned doses in TPS are reaching the target within a 5% deviation. The ratio of the dose delivered in the eccentric hole to the dose delivered to the central hole shows variations of less than 2% for the energy consistency test. The designed, low-cost water-filled anthropomorphic phantom is observed to improve positioning verification and accurate dosimetry of patient-specific QA in SRS treatment.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    为了确保在1.5TMRI直线加速器中对患者进行辐射输送的准确性,实施与MR技术兼容的质量保证(QA)设备至关重要。章鱼4DMR,由PTW(弗莱堡,德国)旨在确保其探测器与每个光束段的方向一致和理想的对准。本研究的重点是调查OCTAVIUS探测器(OD)1500MR和OCTAVIUS1600MR在MR兼容的OCTAVIUS4D中使用时的探测器响应的基本特性。检查的特征包括短期重现性,剂量线性度,字段大小依赖关系,监控单元(MU)速率依赖性,每脉冲剂量依赖性,和角度依赖性。OD1500MR的评估还包括在不同的目标尺寸和解剖部位测量25个临床治疗计划,包括肝脏/胰腺,直肠,前列腺,肺,和淋巴结。用标准设置和5厘米的左偏移测量一个计划。OD1600MR不可用于这些测量。通过在软件中引入MU和位置移位来评估OD1500MR识别潜在错误的能力。 结果显示短期重现性没有显著差异(<0.2%),剂量线性度(<1%),字段大小相关性(字段大小大于5cm×5cm时<0.7%),MU速率依赖性(<0.8%),剂量/脉冲依赖性(<0.4%)和角度依赖性(标准偏差<0.5%)。&#xD;所有临床计划的测试均已成功完成。当采用全局的3%/3mm伽玛标准时,OD1500MR证明了与标准95%通过率的兼容性。和90%的合格率使用全局2%/2mm的伽马标准。检测器展示了测量具有5cm左偏移的治疗计划的能力。有了标准参数,γ试验对位置误差敏感,但需要对平均/中位剂量或点剂量进行附加试验,以检测小剂量差异.
    To ensure the accuracy of radiation delivery to patients in a 1.5 T MRI-linac, the implementation of quality assurance (QA) devices compatible with MR technology is essential. The OCTAVIUS 4D MR, made by PTW (Freiburg, Germany) is designed to ensure consistent and ideal alignment of its detectors with the direction of each beam segment. This study focuses on investigating the fundamental characteristics of the detector response for the OCTAVIUS Detector (OD) 1500 MR and OCTAVIUS 1600 MR when used in the MR-compatible OCTAVIUS 4D. Characteristics examined included short-term reproducibility, dose linearity, field size dependency, monitor unit (MU) rate dependency, dose-per-pulse dependency, and angular dependency. The evaluation of OD 1500 MR also involved measuring 25 clinical treatment plans across diverse target sizes and anatomical sites, including the liver/pancreas, rectum, prostate, lungs, and lymph nodes. One plan was measured with the standard setup and with a 5 cm left offset. The OD 1600 MR was not available for these measurements. The capability of the OD 1500 MR to identify potential errors was assessed by introducing a MU and positional shift within the software. The results demonstrated no significant differences in short-term reproducibility (<0.2%), dose linearity (<1%), field size dependency (<0.7%for field sizes larger than 5 cm × 5 cm), MU rate dependency (<0.8%), dose-per-pulse dependency (<0.4%) and angular dependency (standard deviation<0.5%). All tests of clinical plans were successfully completed. The OD 1500 MR demonstrated compatibility with the standard 95% pass rate when employing a global 3%/3 mm gamma criterion, and a 90% pass rate using a global 2%/2 mm gamma criterion. The detector demonstrated the capacity to measure treatment plans with a 5 cm left offset. With the standard parameters, the gamma test was sensitive to position errors but required an addition tests of mean/median dose or point dose in order to detect small dose difference.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    电子束剂量测定对患者的表面轮廓敏感。文献中已经报道了治疗计划系统(TPS)和独立监测单元(IMU)计算之间超过10%的差异。在我们的诊所中,RadformationClearCalcIMU和EclipseTPS电子蒙特卡罗(eMC)算法(v.16.1)之间观察到了类似的结果。本文介绍了在3D打印球形和圆柱形体模下测量的数据,以验证存在弯曲几何形状的eMC算法。使用多个检测器进行测量,并与在Eclipse中对6、9和12MeV电子能量进行的计算进行比较。此数据用于创建曲率校正因子(CCF),定义为具有曲面模型的检测器读数与相同深度处的平坦模型的比率。使用NACP计算的TPS和测量的CCF之间的平均差,二极管E,微硅,和microDiamond探测器分别为1.3%,0.9%,0.7%和0.7%,最大差异分别为4.5、2.3、1.9和1.8%。将CCF应用于先前失败的患者IMU计算改善了对TPS的一致性。在ESAPI脚本的帮助下,在我们的诊所中实施了CCF,用于患者特定的IMU计算。
    Electron beam dosimetry is sensitive to the surface contour of the patient. Over 10% difference between Treatment Planning System (TPS) and independent monitor-unit (IMU) calculations have been reported in the literature. Similar results were observed in our clinic between Radformation ClearCalc IMU and Eclipse TPS electron Monte Carlo (eMC) algorithm (v.16.1). This paper presents data measured under 3D printed spherical and cylindrical phantoms to validate the eMC algorithm in the presence of curved geometries. Measurements were performed with multiple detectors and compared to calculations made in Eclipse for the 6, 9 and 12 MeV electron energies. This data is used to create curvature correction factors (CCFs), defined as the ratio of the detector reading with the curved-surface phantom to a flat phantom at the same depth. The mean difference between the TPS calculated and measured CCFs using the NACP, Diode E, microSilicon, and microDiamond detectors were 1.3, 0.9, 0.7 and 0.7% respectively, with maximum differences of 4.5, 2.3, 1.9, and 1.8% respectively. Applying CCFs to previous failing patient IMU calculations improved agreement to the TPS. CCFs were implemented in our clinic for patient-specific IMU calculations with the assistance of a ESAPI script.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    背景:MR-Linacs中的患者特定质量保证(QA)可以使用与MR兼容的离子腔室阵列进行。然而,例如,静态磁场的存在可以实质上改变这种阵列的角度响应。这项工作研究了两个离子室阵列的适用性,充满空气和充满液体的阵列,对于使用静态体模的0.35TMR直线加速器的患者特定QA。
    方法:为了研究角响应,这两个数组被放置在一个静态的,实心体模,以0.35TMR-Linac每10°光束角照射9.96×9.96cm2场。根据γ通过率和相对于中央室的剂量,将测量值与TPS计算的剂量进行比较。使用液体填充阵列测量20个患者特定的质量保证计划。
    结果:充满空气的阵列显示出中央腔室剂量的不对称角度响应变化高达18%,而局部3mm/3%的伽玛速率为20%,而对于没有旋转体模的充满液体的离子室阵列,仅发现3%以内的微小差异(不包括平行照射和通过床边缘的光束)。使用液体填充阵列的患者计划QA产生99.8%(范围96.9%-100%)的局部3mm/3%3D伽马通过率的中值。
    结论:液体填充电离室阵列与静态体模的组合可用于0.35TMR-Linac的单个测量设置中的有效患者特定计划QA,而充满空气的离子室阵列体模显示出较大的角度响应变化,并且在患者特定的QA测量方面有其局限性。
    BACKGROUND: Patient specific quality assurance (QA) in MR-Linacs can be performed with MR-compatible ion chamber arrays. However, the presence of a static magnetic field can alter the angular response of such arrays substantially. This works investigates the suitability of two ion chamber arrays, an air-filled and a liquid-filled array, for patient specific QA at a 0.35 T MR-Linac using a static phantom.
    METHODS: In order to study the angular response, the two arrays were placed in a static, solid phantom and irradiated with 9.96 × 9.96 cm2 fields every 10° beam angle at a 0.35 T MR-Linac. Measurements were compared to the TPS calculated dose in terms of gamma passing rate and relative dose to the central chamber. 20 patient specific quality assurance plans were measured using the liquid-filled array.
    RESULTS: The air-filled array showed asymmetric angular response changes of central chamber dose of up to 18% and down to local 3 mm / 3% gamma rates of 20%, while only minor differences within 3% (excluding parallel irradiation and beams through the couch edges) were found for the liquid-filled ion chamber array without rotating the phantom. Patient plan QA using the liquid-filled array yielded a median local 3 mm / 3% 3D gamma passing rate of 99.8% (range 96.9%-100%).
    CONCLUSIONS: A liquid-filled ionization chamber array in combination with a static phantom can be used for efficient patient specific plan QA in a single measurement set-up in a 0.35 T MR-Linac, while the air-filled ion chamber array phantom shows large angular response changes and has its limitations regarding patient specific QA measurements.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    准确可靠的患者特定质量保证(PSQA)对于确保立体定向放射治疗(SBRT)治疗肝细胞癌(HCC)的安全性和精确性至关重要。这项研究检查了一种新型的混合3D打印混合同轴圆柱模型在HCCSBRT中用于PSQA的有效性。该研究比较了PSQA的三种不同点剂量验证技术:传统的固体水模型,二维探测器阵列I\'MatriXX,和新开发的混合3D打印体模。使用这些技术检查了30例SBRTHCC肝脏病例,使用固体水和I'MatriXX体模的垂直复合方法测量和点剂量,并与计划剂量进行比较。与其他两种方法不同,使用混合3D打印体模在真实的复合几何形状中比较了点剂量,提高了PSQA的准确性和一致性。该研究旨在评估混合3D打印体模与其他方法相比的统计意义和准确性。结果表明,对于点剂量测量差异,所有技术均符合±3%以内的机构阈值标准。发现混合3D打印体模具有比传统方法更低的标准偏差的更好的一致性。使用Studentt检验的统计学分析揭示了混合3D打印体模技术在患者特异性点剂量评估中的统计学显著性,其中p值<0.01。机构开发的混合3D打印体模具有成本效益且易于处理。它已被证明是SBRT中PSQA用于治疗HCC的有价值的工具,并已证明其实用性和可靠性。
    An accurate and reliable patient-specific quality assurance (PSQA) is crucial to ensure the safety and precision of Stereotactic body radiation therapy (SBRT) in treating Hepatocellular carcinoma (HCC). This study examines the effectiveness of a novel hybrid 3D-printed hybrid coaxial cylindrical phantom for PSQA in the SBRT of HCC. The study compared three different point dose verification techniques for PSQA: a traditional solid water phantom, two dimensional detector array I\'MatriXX, and a newly developed hybrid 3D-printed phantom. Thirty SBRT HCC liver cases were examined using these techniques, and point doses were measured and compared to planned doses using the perpendicular composite method with solid water and I\'MatriXX phantoms. Unlike the other two methods, the point dose was compared in true composite geometry using the hybrid 3D-printed phantom, which enhanced the accuracy and consistency of PSQA. The study aims to assess the statistical significance and accuracy of the hybrid 3D-printed phantom compared to other methods. The results showed all techniques complied with the institutional threshold criteria of within ± 3% for point-dose measurement discrepancies. The hybrid 3D-printed phantom was found to have better consistency with a lower standard deviation than traditional methods. Statistical analysis using Student\'s t-test revealed the statistical significance of the hybrid 3D-printed phantom technique in patient-specific point-dose assessments with a p-value < 0.01. The hybrid 3D-printed phantom developed institutionally is cost-effective and easy to handle. It has been proven to be a valuable tool for PSQA in SBRT for the treatment of HCC and has demonstrated its practicality and reliability.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    Performing phantom measurements for patient-specific quality assurance (PSQA) adds a significant amount of time to the adaptive radiotherapy procedure. Log file based PSQA can be used to increase the efficiency of this process. This study compared the dosimetric accuracy of high-frequency linear accelerator (Linac) log files and low-frequency log data stored in the oncology information system (OIS). Thirty patients were included, that were recently treated in the head and neck (HN), brain, and prostate region with volumetric modulated arc therapy (VMAT) and an additional ten patients treated using stereotactic body radiation therapy (SBRT) with 3D-conformal radiotherapy (3D-CRT) technique. Log data containing a single fraction were used to calculate the dose distributions. The dosimetric differences between Linac log files and OIS logs were evaluated with a gamma analysis with 2%/2 mm criterion and dose threshold of 30%. The original treatment plan was used as a reference. Moreover, DVH parameters of D98%, D50%, and D2% of the planning-target volume (PTV) and dose to several organs at risk (OARs) were reported. Significant differences in dose distributions between the two log types and the original dose were observed for PTV D98% and D2% (r < 0.001) for HN cases, PTV D98% (r = 0.005) for brain cases, and PTV D50% (r = 0.015) for prostate cases. No significant differences were found between the two log types with respect to D50%. The root mean square (RMS) error of the leaf positions of the OIS log was approximately twice the RMS error of the Linac log file for VMAT plans, but identical for 3D-CRT plans. The relationship between the gamma pass rate and the RMS error showed a moderate correlation for the Linac log files (r = -0.58, p < 0.001) and strong correlation for OIS logs (r = -0.71, p < 0.001). Furthermore, all doses calculated using Linac log files and OIS log data had a GPR >90% for an RMS error < 3.3 mm. Based on these findings, a tolerance limit of RMS error of 3.3 mm for considering OIS log based PSQA was established. Nevertheless, the OIS log data quality should be improved to achieve adequate PSQA.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    目的:在这项工作中,我们报告了在立体定向肺治疗的风险管理中使用体内剂量测定(IVD)的经验。
    方法:使用基于电子门静脉成像设备(EPID)信号的商业软件来重建立体定向肺治疗的实际计划目标体积(PTV)剂量。这项研究分为两个阶段:i)在观察阶段,回顾了41例连续患者的IVD结果,并研究了不耐受的病例以进行根本原因分析;ii)在活跃期,我们分析了52例患者的IVD结果,并在需要时采取纠正措施.此外,进一步引入了积极的预防措施,以降低未来失败的风险。分析错误发生率以评估主动行动的有效性。
    结果:分析了总共330个级分。在第一阶段,确定了13个错误。在活动阶段,检测到12个错误,其中5例需要采取纠正措施;在4例患者中,所采取的措施纠正了错误。引入了一些预防措施和障碍,以减少未来失败的风险:更新了计划清单,真空枕头的程序得到了改进,并优化了呼吸压缩带的使用。观察到故障率下降,显示了程序调整的有效性。
    结论:使用IVD可以改善肺立体定向放射治疗(SBRT)治疗的质量。作为风险管理的一部分,成功采取了针对患者和程序性的纠正措施。导致剂量精度的整体提高。
    In this work we report our experience with the use of in vivo dosimetry (IVD) in the risk management of stereotactic lung treatments.
    A commercial software based on the electronic portal imaging device (EPID) signal was used to reconstruct the actual planning target volume (PTV) dose of stereotactic lung treatments. The study was designed in two phases: i) in the observational phase, the IVD results of 41 consecutive patients were reviewed and out-of-tolerance cases were studied for root cause analysis; ii) in the active phase, the IVD results of 52 patients were analyzed and corrective actions were taken when needed. Moreover, proactive preventions were further introduced to reduce the risk of future failures. The error occurrence rate was analyzed to evaluate the effectiveness of proactive actions.
    A total of 330 fractions were analyzed. In the first phase, 13 errors were identified. In the active phase, 12 errors were detected, 5 of which needed corrective actions; in 4 patients the actions taken corrected the error. Several preventions and barriers were introduced to reduce the risk of future failures: the planning checklist was updated, the procedure for vacuum pillows was improved, and use of the respiratory compression belt was optimized. A decrease in the failure rate was observed, showing the effectiveness of procedural adjustment.
    The use of IVD allowed the quality of lung stereotactic body radiation therapy (SBRT) treatments to be improved. Patient-specific and procedural corrective actions were successfully taken as part of risk management, leading to an overall improvement in the dosimetric accuracy.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    Gamma评估是目前用于患者特定质量保证(PSQA)的最广泛使用的剂量比较方法。然而,使剂量差异正常化的现有方法,使用全局最大剂量点或每个局部点的剂量,可能分别导致器官风险结构对剂量差异的敏感性不足和过度敏感。从临床角度来看,这可能是计划评估的关注点。本研究探索并提出了一种称为结构伽马的新方法,在对PSQA进行伽马分析时考虑了结构剂量公差。作为结构伽马方法的演示,我们在内部蒙特卡洛系统上重新计算了4个治疗部位的共78个回顾性计划,并将其与治疗计划系统计算的剂量进行了比较.使用QUANTEC剂量公差和放射肿瘤学家指定的剂量公差进行结构伽马评估。然后与常规的全球和局部伽马评估进行比较。结果表明,结构伽马评估对具有限制性剂量约束的结构中的误差特别敏感。结构伽马图提供了有关PSQA结果的几何和剂量信息,允许直接的临床解释。所提出的基于结构的伽马方法考虑了特定解剖结构的剂量公差。该方法可以提供一种临床上有用的方法来评估和传达PSQA结果,为放射肿瘤学家提供了一种更直观的方法来检查周围关键正常结构的一致性。
    Gamma evaluation is currently the most widely used dose comparison method for patient specific quality assurance (PSQA). However, existing methods for normalising the dose difference, using either the dose at the global maximum dose point or at each local point, can respectively lead to under- and over-sensitivity to dose differences in organ-at-risk structures. This may be of concern for plan evaluation from clinical perspectives. This study has explored and proposed a new method called structural gamma, which takes structural dose tolerances into consideration while performing gamma analysis for PSQA. As a demonstration of the structural gamma method, a total of 78 retrospective plans on four treatment sites were re-calculated on an in-house Monte Carlo system and compared with doses calculated from the treatment planning system. Structural gamma evaluations were performed using both QUANTEC dose tolerances and radiation oncologist specified dose tolerances, then compared with conventional global and local gamma evaluations. Results demonstrated that structural gamma evaluation is especially sensitive to errors in structures with restrictive dose constraints. The structural gamma map provides both geometric and dosimetric information on PSQA results, allowing straightforward clinical interpretation. The proposed structure-based gamma method accounts for dose tolerances for specific anatomical structures. This method can provide a clinically useful method to assess and communicate PSQA results, offering radiation oncologists a more intuitive way of examining agreement in surrounding critical normal structures.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    小场剂量测定的验证对于立体定向放射外科(SRS)和立体定向身体放射治疗(SBRT)至关重要。线性加速器剂量的精确和考虑的测量必须与治疗计划系统(TPS)的精确和准确计算进行比较。蒙特卡罗计算的分布包含统计噪声,减少了对单体素剂量的依赖。小体积的平均剂量(VOI)可以最大程度地减少噪声的影响,但对于小场引入显著的体积平均。当使用小体积电离室时,在来自临床计划的复合剂量的测量期间存在类似的挑战。本研究得出了针对小场计算的VOI平均TPS剂量的校正因子,允许在考虑统计噪声后校正等中心剂量。这些因素用于确定在患者特定质量保证(PSQA)期间代表小体积电离室的最佳VOI。完成了82个SRS和28个SBRTPSQA测量值与来自不同VOI的TPS计算剂量的回顾性比较,以评估所确定的体积。对于8mm及更大的现场尺寸,获得了小于5%的小现场调试校正系数。分别为IBACC01和CC04电离室确定了半径在1.5至1.8mm和2.5至2.9mm之间的最佳球形VOI。对PSQA的审查证实了CC01测得的剂量与1.5至1.8mm的体积之间的最佳一致性,而CC04测得的剂量与VOI没有变化。
    Validation of small field dosimetry is crucial for stereotactic radiosurgery (SRS) and stereotactic body radiotherapy (SBRT). Accurate and considered measurement of linear accelerator dose must be compared to precise and accurate calculation by the treatment planning system (TPS). Monte Carlo calculated distributions contain statistical noise, reducing the reliance that should be given to single voxel doses. The average dose to a small volume of interest (VOI) can minimise the influence of noise, but for small fields introduces significant volume averaging. Similar challenges present during measurement of composite dose from clinical plans when a small volume ionisation chamber is used. This study derived correction factors for VOI averaged TPS doses calculated for small fields, allowing correction to an isocentre dose following account for statistical noise. These factors were used to determine an optimal VOI to represent small volume ionisation chambers during patient specific quality assurance (PSQA). A retrospective comparison of 82 SRS and 28 SBRT PSQA measurements to TPS calculated doses from varying VOI was completed to evaluate the determined volumes. Small field commissioning correction factors of under 5% were obtained for field sizes of 8 mm and larger. Optimal spherical VOI with radius between 1.5 and 1.8 mm and 2.5 to 2.9 mm were determined for IBA CC01 and CC04 ionisation chambers respectively. Review of PSQA confirmed an optimal agreement between CC01 measured doses and a volume of 1.5 to 1.8 mm while CC04 measured doses showed no variation with VOI.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    OBJECTIVE: Volumetric modulated arc therapy (VMAT) is a widespread technique for the delivery of normo-fractionated radiation therapy (NFRT) and stereotactic body radiation therapy (SBRT). It is associated with a significant hardware burden requiring dose rate modulation, collimator movement and gantry rotation synchronisation. Patient specific quality assurance (PSQA) guarantees that the linacs can precisely and accurately deliver the planned dose. However, PSQA requires a significant time allocation and class solutions to reduce this while guaranteeing the deliverability of the plans should be investigated.
    METHODS: In this study, an in-house developed Eclipse Scripting API (ESAPI) script was used to extract five independent plan complexity metrics from N = 667 VMAT treatment fields. The correlation between metrics and portal dosimetry measurements was investigated with Pearson correlation, box plot analysis and receiver operating characteristic curves, which were used to defined the best performing metric and its threshold.
    RESULTS: The incidence of fields failing the clinical PSQA criteria of 3%/2mm (NFRT) and 3%/1.5mm (SBRT) was low (N = 1). The mean MLC opening was the metric with the highest correlation with the portal dosimetry data and among the best in discriminating the requirement of PSQA. The thresholds of 16.12 mm (NFRT) and 7.96 mm (SBRT) corresponded to true positive rates higher than 90%.
    CONCLUSIONS: This work presents a quantitative approach to reduce the time allocation for PSQA by identifying the most complex plans demanding a dedicated measurement. The proposed method requires PSQA for approximately 10% of the plans. The ESAPI script is distributed open-source to ease the investigation and implementation at other institutions.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

公众号