Development of a Low-Cost Narrow Band Multispectral Imaging System Coupled with Chemometric Analysis for Rapid Detection of Rice False Smut in Rice Seed

Spectral imaging is a promising technique for detecting the quality of rice seeds. However, the high cost of the system has limited it to more practical applications. The study was aimed to develop a low-cost narrow band multispectral imaging system for detecting rice false smut (RFS) in rice seeds. Two different cultivars of rice seeds were artificially inoculated with RFS. Results have demonstrated that spectral features at 460, 520, 660, 740, 850, and 940 nm were well linked to the RFS. It achieved an overall accuracy of 98.7% with a false negative rate of 3.2% for Zheliang, and 91.4% with 6.7% for Xiushui, respectively, using the least squares-support vector machine. Moreover, the robustness of the model was validated through transferring the model of Zheliang to Xiushui with the overall accuracy of 90.3% and false negative rate of 7.8%. These results demonstrate the feasibility of the developed system for RFS identification with a low detecting cost.

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Introduction of the Thin Prep Imaging System™ (TIS): experience in a high volume academic practice

CytoJournal ◽

10.1186/1742-6413-4-6 ◽

2007 ◽

Vol 4 ◽

pp. 6 ◽

Cited By ~ 35

Author(s):

Mamatha Chivukula ◽

Reda S Saad ◽

Esther Elishaev ◽

Susan White ◽

Nancy Mauser ◽

...

Keyword(s):

Detection Rate ◽

Imaging System ◽

False Negative ◽

False Negative Rate ◽

Pap Test ◽

Control Group ◽

P Value ◽

Pap Tests ◽

Negative Rate ◽

The Mean

Objective Since the introduction of the liquid-based ThinPrep testing in 1996, most cytology laboratories across the country have adopted the liquid-based cytology (LBC) for Pap test screening. Subsequent to wide-spread adoption of the ThinPrep Pap test, the ThinPrep Imaging System (TIS) Cytyc Corp, Marlborough, MA was introduced to improve the accuracy and efficiency of screening interpretation. We report our initial experience with the TIS at Magee Women's Hospital. We introduced the TIS in December 2004. Methods The imager assisted Pap test results over the first 12 months (December 2004 to December 2005) of implementation were reviewed and analyzed. Our implementation protocol included each cytotechnologist manually prescreening 200 negative slides to gain experience with the imager slides and serve as a quality check for the TIS. We re-screened 3400 slides (200 slides each for 17 cytotechnologists) manually which were initially determined to be negative using the TIS. 104,457 Pap tests were imaged on the TIS. 95,899 manually screened Pap tests, 12 months prior to the introduction of the TIS (December 2003–November 2004) are taken as the historic control group for our study. Results The mean ASC-US rate employing the automated imager was 8.70% [9088/104,457]. The mean LSIL detection rate was 4.22% [4409/104,457]. The imager did not miss any detectible high-grade lesions during these months, with a HSIL (+) detection rate of 0.68% in comparison to 0.60% by manual screening confirmed by follow-up biopsies. The difference is statistically significant with a p value of 0.022. The definition of false negative rate for purposes of this study is calculated as the number of false negative cases identified out of number of negatives re-screened. The TIS false negative rate was estimated at 0.012% [4/3400]. Conclusion The overall performance of the TIS in our lab appears to be highly satisfactory in terms of improving sensitivity in screening cervical precursor lesions. The increased accuracy of detection of HSIL indicates a positive impact of the TIS in our laboratory.

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Development of a Computational Model to Predict Excess Body Fat in Adolescents through Low Cost Variables

International Journal of Environmental Research and Public Health ◽

10.3390/ijerph16162962 ◽

2019 ◽

Vol 16 (16) ◽

pp. 2962 ◽

Cited By ~ 1

Author(s):

Carlos Magno Sousa ◽

Ewaldo Santana ◽

Marcus Vinicius Lopes ◽

Guilherme Lima ◽

Luana Azoubel ◽

...

Keyword(s):

Body Mass Index ◽

Computational Model ◽

Body Mass ◽

Body Fat ◽

Low Cost ◽

False Negative ◽

False Negative Rate ◽

The Body ◽

Negative Rate ◽

Low Sensitivity

Background: Excess body fat has been growing alarmingly among adolescents, especially in low income and middle income countries where access to health services is scarce. Currently, the main method for assessing overweight in adolescents is the body mass index, but its use is criticized for its low sensitivity and high specificity, which may lead to a late diagnosis of comorbidities associated with excess body fat, such as cardiovascular diseases. Thus, the aim of this study was to develop a computational model using linear regression to predict obesity in adolescents and compare it with commonly used anthropometric methods. To improve the performance of our model, we estimated the percentage of fat and then classified the nutritional status of these adolescents. Methods: The model was developed using easily measurable socio-demographic and clinical variables from a database of 772 adolescents of both genders, aged 10–19 years. The predictive performance was evaluated by the following metrics: accuracy, sensitivity, specificity, and area under ROC curve. The performance of the method was compared to the anthropometric parameters: body mass index and waist-to-height ratio. Results: Our model showed a high correlation (R = 0.80) with the body fat percentage value obtained through bioimpedance. In addition, regarding discrimination, our model obtained better results compared to BMI and WHtR: AUROC = 0.80, 0.64, and 0.55, respectively. It also presented a high sensitivity of 92% and low false negative rate (6%), while BMI and WHtR showed low sensitivity (27% and 9.9%) and a high false negative rate (65% and 53%), respectively. Conclusions: The computational model of this study obtained a better performance in the evaluation of excess body fat in adolescents, compared to the usual anthropometric indicators presenting itself as a low cost alternative for screening obesity in adolescents living in Brazilian regions where financial resources are scarce.

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Does the false‐negative rate for 1 or 2 negative sentinel nodes after neo‐adjuvant chemotherapy translate into a high local recurrence rate?

The Breast Journal ◽

10.1111/tbj.14206 ◽

2021 ◽

Author(s):

Nicole E. Sharp ◽

Darren B. Sachs ◽

Nicole M. Melchior ◽

Philip Albaneze ◽

Salvatore Nardello ◽

...

Keyword(s):

Adjuvant Chemotherapy ◽

Local Recurrence ◽

Recurrence Rate ◽

Local Recurrence Rate ◽

False Negative ◽

False Negative Rate ◽

Sentinel Nodes ◽

Negative Rate ◽

High Local Recurrence Rate ◽

Neo Adjuvant Chemotherapy

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Effects of Previous Surgery on the Detection of Sentinel Nodes in Women With Vulvar Cancer

International Journal of Gynecological Cancer ◽

10.1097/igc.0b013e31822dbe3c ◽

2011 ◽

Vol 21 (9) ◽

pp. 1679-1683 ◽

Cited By ~ 10

Author(s):

Tessa A. Ennik ◽

David G. Allen ◽

Ruud L.M. Bekkers ◽

Simon E. Hyde ◽

Peter T. Grant

Keyword(s):

Vulvar Cancer ◽

False Negative ◽

False Negative Rate ◽

Blue Dye ◽

Previous Surgery ◽

Detection Rates ◽

Reliable Technique ◽

Appearance Time ◽

Negative Rate ◽

Significant Difference

BackgroundThere is a growing interest to apply the sentinel node (SN) procedure in the treatment of vulvar cancer. Previous vulvar surgery might disrupt lymphatic patterns and thereby decrease SN detection rates, lengthen scintigraphic appearance time (SAT), and increase SN false-negative rate. The aims of this study were to evaluate the SN detection rates at the Mercy Hospital for Women in Melbourne and to investigate whether previous vulvar surgery affects SN detection rates, SAT, and SN false-negative rate.MethodsData on all patients with vulvar cancer who underwent an SN procedure (blue dye, technetium, or combined technique) from November 2000 to July 2010 were retrospectively collected.ResultsSixty-five SN procedures were performed. Overall detection rate was 94% per person and 80% per groin. Detection rates in the group of patients who underwent previous excision of the primary tumor were not lower compared with the group without previous surgery or with just an incisional biopsy. There was no statistical significant difference in SAT between the previous excision group and the other patients. None of the patients with a false-negative SN had undergone previous excision.ConclusionsResults indicate that previous excision of a primary vulvar malignancy does not decrease SN detection rates or increase SN false-negative rate. Therefore, the SN procedure appears to be a reliable technique in patients who have previously undergone vulvar surgery. Previous excision did not significantly lengthen SAT, but the sample size in this subgroup analysis was small.

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Temporal dynamics of viral load and false negative rate influence the levels of testing necessary to combat COVID-19 spread

Scientific Reports ◽

10.1038/s41598-021-88498-9 ◽

2021 ◽

Vol 11 (1) ◽

Author(s):

Katherine F. Jarvis ◽

Joshua B. Kelley

Keyword(s):

Viral Load ◽

Temporal Dynamics ◽

Reproduction Number ◽

False Negative ◽

False Negative Rate ◽

Agent Based Model ◽

Agent Based ◽

Viral Spread ◽

Negative Rate

AbstractColleges and other organizations are considering testing plans to return to operation as the COVID-19 pandemic continues. Pre-symptomatic spread and high false negative rates for testing may make it difficult to stop viral spread. Here, we develop a stochastic agent-based model of COVID-19 in a university sized population, considering the dynamics of both viral load and false negative rate of tests on the ability of testing to combat viral spread. Reported dynamics of SARS-CoV-2 can lead to an apparent false negative rate from ~ 17 to ~ 48%. Nonuniform distributions of viral load and false negative rate lead to higher requirements for frequency and fraction of population tested in order to bring the apparent Reproduction number (Rt) below 1. Thus, it is important to consider non-uniform dynamics of viral spread and false negative rate in order to model effective testing plans.

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High mortality with High false negative rate: COVID-19 infection in patients with hematologic malignancies

Leukemia Research ◽

10.1016/j.leukres.2021.106582 ◽

2021 ◽

Vol 106 ◽

pp. 106582

Author(s):

Alex Niu ◽

Bo Ning ◽

Francisco Socola ◽

Hana Safah ◽

Tim Reynolds ◽

...

Keyword(s):

High Mortality ◽

False Negative ◽

False Negative Rate ◽

Hematologic Malignancies ◽

Negative Rate ◽

High False Negative Rate

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489 The Role of Sentinel Lymph Node Biopsy in Cutaneous Head and Neck Melanoma: A Systematic Review and Meta-Analysis

British Journal of Surgery ◽

10.1093/bjs/znab134.289 ◽

2021 ◽

Vol 108 (Supplement_2) ◽

Author(s):

E Johnston ◽

S Taylor ◽

F Bannon ◽

S McAllister

Keyword(s):

Lymph Node ◽

Sentinel Lymph Node ◽

Sentinel Lymph Node Biopsy ◽

Head And Neck ◽

False Negative ◽

False Negative Rate ◽

Lymph Node Biopsy ◽

Node Biopsy ◽

Negative Rate ◽

Sentinel Node Identification

Abstract Introduction and Aims The aim of this systematic review is to provide an up-to-date evaluation of the role and test performance of sentinel lymph node biopsy (SLNB) in the head and neck. Method This review follows the PRISMA guidelines. Database searches for MEDLINE and EMBASE were constructed to retrieve human studies published between 1st January 2010 and 1st July 2020 assessing the role and accuracy of sentinel lymph node biopsy in cutaneous malignant melanoma of the head and neck. Articles were independently screened by two reviewers and critically appraised using the MINORS criteria. The primary outcomes consisted of the sentinel node identification rate and test-performance measures, including the false-negative rate and the posttest probability negative. Results A total of 27 studies, including 4688 patients, met the eligibility criteria. Statistical analysis produced weighted summary estimates for the sentinel node identification rate of 97.3% (95% CI, 95.9% to 98.6%), the false-negative rate of 21.3% (95% CI, 17.0% to 25.4%) and the posttest probability negative of 4.8% (95% CI, 3.9% to 5.8%). Discussion Sentinel lymph node biopsy is accurate and feasible in the head and neck. Despite technical improvements in localisation techniques, the false negative rate remains disproportionately higher than for melanoma in other anatomical sites.

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Assessment of Lymph Node Involvement with PET-CT in Advanced Epithelial Ovarian Cancer. A FRANCOGYN Group Study

Journal of Clinical Medicine ◽

10.3390/jcm10040602 ◽

2021 ◽

Vol 10 (4) ◽

pp. 602

Author(s):

Antoine Tardieu ◽

Lobna Ouldamer ◽

François Margueritte ◽

Lauranne Rossard ◽

Aymeline Lacorre ◽

...

Keyword(s):

Lymph Node ◽

False Negative ◽

False Negative Rate ◽

Lymph Node Involvement ◽

Accuracy Rate ◽

Peritoneal Cancer ◽

Negative Rate ◽

Number Of Patients ◽

Pet Ct ◽

Node Involvement

The objective of our study is to evaluate the diagnostic performance of positron emission tomography/computed tomography (PET-CT) for the assessment of lymph node involvement in advanced epithelial ovarian, fallopian tubal or peritoneal cancer (EOC). This was a retrospective, bicentric study. We included all patients over 18 years of age with a histological diagnosis of advanced EOC who had undergone PET-CT at the time of diagnosis or prior to cytoreduction surgery with pelvic or para-aortic lymphadenectomy. We included 145 patients with primary advanced EOC. The performance of PET-CT was calculated from the data of 63 patients. The sensitivity of PET-CT for preoperative lymph node evaluation was 26.7%, specificity was 90.9%, PPV was 72.7%, and NPV was 57.7%. The accuracy rate was 60.3%, and the false-negative rate was 34.9%. In the case of primary cytoreduction (n = 16), the sensitivity of PET-CT was 50%, specificity was 87.5%, PPV was 80%, and NPV was 63.6%. The accuracy rate was 68.8%, and the false negative rate was 25%. After neoadjuvant chemotherapy (n = 47), the sensitivity of PET-CT was 18.2%, specificity was 92%, PPV was 66.7%, and NPV was 56.1%. The accuracy rate was 57.5%, and the false negative rate was 38.3%. Due to its high specificity, the performance of a preoperative PET-CT scan could contribute to the de-escalation and reduction of lymphadenectomy in the surgical management of advanced EOC in a significant number of patients free of lymph node metastases.

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Diagnostic Accuracy of Magnetic Resonance Imaging and Computed Tomography Scan in Young Athletes With Spondylolysis

Clinical Pediatrics ◽

10.1177/0009922819832643 ◽

2019 ◽

Vol 58 (6) ◽

pp. 671-676

Author(s):

Amy M. West ◽

Pierre A. d’Hemecourt ◽

Olivia J. Bono ◽

Lyle J. Micheli ◽

Dai Sugimoto

Keyword(s):

Magnetic Resonance Imaging ◽

Computed Tomography ◽

Magnetic Resonance ◽

Ct Scan ◽

False Negative ◽

False Negative Rate ◽

Ct Scans ◽

Resonance Imaging ◽

Young Athletes ◽

Negative Rate

The objective of this study was to determine diagnostic accuracy of magnetic resonance imaging (MRI) and computed tomography (CT) scans in young athletes diagnosed with spondylolysis. A cross-sectional study was used. Twenty-two young athletes (14.7 ± 1.5 years) were diagnosed as spondylolysis based on a single-photon emission CT. Following the diagnosis, participants underwent MRI and CT scan imaging tests on the same day. The sensitivity and false-negative rate of the MRI and CT scans were analyzed. MRI test confirmed 13 (+) and 9 (−) results while CT test showed 17 (+) and 5 (−) results. The sensitivity and false-negative rate of MRI were, respectively, 59.1% (95% confidence interval [CI] = 36.7% to 78.5%) and 40.9% (95% CI = 21.5% to 63.3%). Furthermore, the sensitivity and false-negative rate of CT scan were 77.3% (95% CI = 54.2% to 91.3%) and 22.7% (95% CI = 0.09% to 45.8%). Our results indicated that CT scan is a more accurate imaging modality to diagnose spondylolysis compared with MRI in young athletes.

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