3,956 research outputs found
The Effectiveness of Afterschool Tutoring Programs on Student Achievement in an Urban School District: A Quantitative Analysis of Selected School Programs
Title from PDF of title page, viewed on June 30, 2015Dissertation advisor: Donna DavisVitaIncludes bibliographic references (pages 84-96)Thesis (Ed.D.)--School of Education. University of Missouri--Kansas City, 2015The intent of this study is to investigate the effects of implementing afterschool tutorials and attendance at those tutorials on student achievement in mathematics and reading.
The data was compiled for the 2012-2013 academic year. This study used a non-experimental post hoc design; a combination of causal-comparative and correlational methods were used. ANCOVA was used to compare the independent-variable groupsā pre- and post-treatment means on the NWEA reading and mathematics RIT scores.Introduction -- Review of literature -- Methodology -- Results of the study -- Summary, conclusion, and implication
Accuracy and reliability of chatbot responses to physician questions
IMPORTANCE: Natural language processing tools, such as ChatGPT (generative pretrained transformer, hereafter referred to as chatbot), have the potential to radically enhance the accessibility of medical information for health professionals and patients. Assessing the safety and efficacy of these tools in answering physician-generated questions is critical to determining their suitability in clinical settings, facilitating complex decision-making, and optimizing health care efficiency.
OBJECTIVE: To assess the accuracy and comprehensiveness of chatbot-generated responses to physician-developed medical queries, highlighting the reliability and limitations of artificial intelligence-generated medical information.
DESIGN, SETTING, AND PARTICIPANTS: Thirty-three physicians across 17 specialties generated 284 medical questions that they subjectively classified as easy, medium, or hard with either binary (yes or no) or descriptive answers. The physicians then graded the chatbot-generated answers to these questions for accuracy (6-point Likert scale with 1 being completely incorrect and 6 being completely correct) and completeness (3-point Likert scale, with 1 being incomplete and 3 being complete plus additional context). Scores were summarized with descriptive statistics and compared using the Mann-Whitney U test or the Kruskal-Wallis test. The study (including data analysis) was conducted from January to May 2023.
MAIN OUTCOMES AND MEASURES: Accuracy, completeness, and consistency over time and between 2 different versions (GPT-3.5 and GPT-4) of chatbot-generated medical responses.
RESULTS: Across all questions (nā=ā284) generated by 33 physicians (31 faculty members and 2 recent graduates from residency or fellowship programs) across 17 specialties, the median accuracy score was 5.5 (IQR, 4.0-6.0) (between almost completely and complete correct) with a mean (SD) score of 4.8 (1.6) (between mostly and almost completely correct). The median completeness score was 3.0 (IQR, 2.0-3.0) (complete and comprehensive) with a mean (SD) score of 2.5 (0.7). For questions rated easy, medium, and hard, the median accuracy scores were 6.0 (IQR, 5.0-6.0), 5.5 (IQR, 5.0-6.0), and 5.0 (IQR, 4.0-6.0), respectively (mean [SD] scores were 5.0 [1.5], 4.7 [1.7], and 4.6 [1.6], respectively; Pā=ā.05). Accuracy scores for binary and descriptive questions were similar (median score, 6.0 [IQR, 4.0-6.0] vs 5.0 [IQR, 3.4-6.0]; mean [SD] score, 4.9 [1.6] vs 4.7 [1.6]; Pā=ā.07). Of 36 questions with scores of 1.0 to 2.0, 34 were requeried or regraded 8 to 17 days later with substantial improvement (median score 2.0 [IQR, 1.0-3.0] vs 4.0 [IQR, 2.0-5.3]; Pā\u3cā.01). A subset of questions, regardless of initial scores (version 3.5), were regenerated and rescored using version 4 with improvement (mean accuracy [SD] score, 5.2 [1.5] vs 5.7 [0.8]; median score, 6.0 [IQR, 5.0-6.0] for original and 6.0 [IQR, 6.0-6.0] for rescored; Pā=ā.002).
CONCLUSIONS AND RELEVANCE: In this cross-sectional study, chatbot generated largely accurate information to diverse medical queries as judged by academic physician specialists with improvement over time, although it had important limitations. Further research and model development are needed to correct inaccuracies and for validation
Chromogenic and Fluorogenic Sensing of Biological Thiols in Auqeous Solutions Using BODIPY-Based Reagents
Cataloged from PDF version of article.udicious design of BODIPY dyes carrying nitroethenyl substituents in conjugation with the BODIPY core yields dyes that respond to biological thiols by both absorbance and emission changes. Incorporation of solubilizing ethyleneglycol units ensures water solubility. The result is bright signaling of biologically relevant thiols in the longer wavelength region of the visible spectrum and in aqueous solutions
Gender Patterns in Faculty Participation: A Decade of Experience at a Mid-sized University
This article examines the progress made at a mid-sized Ontario university in reducing gender differences in faculty participation and experience of participation in university administration, decision-making, teaching, research, and other professional activities. Based on a survey of female and male faculty and the report of a Task Force on the Integration of Female Faculty, a number of recommendations were to be implemented beginning in the 1992/93 academic year. Progress is examined in light of a commitment to integration based on the principles of inclusion, visibility of procedure, equitable treatment, and climate of support. The article concludes by discussing issues related to participation, which have relevance beyond the specifics of this case.Cet article examine les progreĢs accomplis dans une universiteĢ ontarienne dans eĢlimination des discriminations sexuelles parmi les membres du corps professoral, d'une part quant aĢ leur participation, d'autre part quant aĢ la perception qu'ils ont de leur participation aux prises de deĢcisions dans les domaines de l'administration, de l'enseignement, de la recherche et des autres activiteĢs professionnelles au sein de l'universiteĢ. Une enqueĢte aupreĢs des membres hommes et femmes du corps professoral d'une universiteĢ de taille moyenne constitue la base de donneĢes, aĢ laquelle s'ajoutent des donneĢes suppleĢmentaires recueillies subseĢquemment par un groupe de travail mis sur pied dans cette intention. Un certain nombre de recommandations baseĢes sur ces travaux devaient eĢtre mises en vigueur durant l'anneĢe universitaire 1992-1993. Les progreĢs sont eĢvalueĢs en fonction des criteĢres d'inclusion, de visibiliteĢ des proceĢdures, d'eĢquiteĢ dans la manieĢre de traiter les individus, et du climat d'accueil apporteĢ aux principes d'inteĢgration. Cette eĢtude se termine par une discussion des aspects de la participation dont la pertinence deĢpasse les limites de cette eĢtude
Extrapulmonary Tuberculosis in Denmark from 2009 to 2014:Characteristics and Predictors for Treatment Outcome
The Danish HIV Birth Cohort (DHBC) - a nationwide, prospective cohort
PURPOSE: The purpose of the Danish HIV Birth Cohort (DHBC) is to investigate the significance of HIV-1 infection in pregnancy and after delivery in women living with HIV (WLWH) in Denmark and their children, in the era of antiretroviral therapy and other interventions for treatment and prophylaxis. PARTICIPANTS: All WLWH giving birth to one or more children in Denmark after 31 December 1999 are included, with consecutive ongoing enrolment, if they are living with HIV and pregnant, or if they are diagnosed with HIV in relation to pregnancy, delivery or shortly after delivery. FINDINGS TO DATE: DHBC has been used to describe trends in the management of pregnancies in WLWH and their outcomes on a nationwide basis, mode of delivery and predictors of emergency caesarean section as well as risk factors during pregnancy in WLWH for birth-related complications compared with women from the general population (WGP). We have found that HIV-exposed, but uninfected (HEU) children born to WLWH had a lower median birth weight and gestational age and were at higher risk of intrauterine growth retardation than children born to WGP. We have investigated risk of in-hospital admission and use of antibiotics during the first 4āyears of life among HEU children and showed that HEU children had an increased risk of overall hospital admission compared with a matched control group of unexposed children. Further, we compared anthropometric outcomes in children with a matched control group of children not exposed to HIV. FUTURE PLANS: To continuously investigate the significance of HIV infection and antiretroviral therapy in pregnancy and after delivery in WLWH in Denmark and their HEU children and compare these findings with children born to WGP
Neural Network Compression for Noisy Storage Devices
Compression and efficient storage of neural network (NN) parameters is
critical for applications that run on resource-constrained devices. Although NN
model compression has made significant progress, there has been considerably
less investigation in the actual physical storage of NN parameters.
Conventionally, model compression and physical storage are decoupled, as
digital storage media with error correcting codes (ECCs) provide robust
error-free storage. This decoupled approach is inefficient, as it forces the
storage to treat each bit of the compressed model equally, and to dedicate the
same amount of resources to each bit. We propose a radically different approach
that: (i) employs analog memories to maximize the capacity of each memory cell,
and (ii) jointly optimizes model compression and physical storage to maximize
memory utility. We investigate the challenges of analog storage by studying
model storage on phase change memory (PCM) arrays and develop a variety of
robust coding strategies for NN model storage. We demonstrate the efficacy of
our approach on MNIST, CIFAR-10 and ImageNet datasets for both existing and
novel compression methods. Compared to conventional error-free digital storage,
our method has the potential to reduce the memory size by one order of
magnitude, without significantly compromising the stored model's accuracy.Comment: 19 pages, 9 figure
Children Exposed or Unexposed to Human Immunodeficiency Virus:Weight, Height, and Body Mass Index During the First 5 Years of LifeāA Danish Nationwide Cohort
Expanding the Applicability of Poly(Ionic Liquids) in Solid Phase Microextraction: Pyrrolidinium Coatings
Crosslinked pyrrolidinium-based poly(ionic liquids) (Pyrr-PILs) were synthesized through a fast, simple, and solventless photopolymerization scheme, and tested as solid phase microextraction (SPME) sorbents. A series of Pyrr-PILs bearing three different alkyl side chain lengths with two, eight, and fourteen carbons was prepared, characterized, and homogeneously coated on a steel wire by using a very simple procedure. The resulting coatings showed a high thermal stability, with decomposition temperatures above 350 degrees C, excellent film stability, and lifetime of over 100 injections. The performance of these PIL-based SPME fibers was evaluated using a mixture of eleven organic compounds with different molar volumes and chemical functionalities (alcohols, ketones, and monoterpenes). The Pyrr-PIL fibers were obtained as dense film coatings, with 67 mu m thickness, with an overall sorption increase of 90% and 55% as compared to commercial fibers of Polyacrylate (85 mu m) (PA85) and Polydimethylsiloxane (7 mu m) (PDMS7) coatings, respectively. A urine sample doped with the sample mixture was used to study the matrix effect and establish relative recoveries, which ranged from 60.2% to 104.1%.David J. S. Patinha, and Liliana C. Tome are grateful to FCT (Fundacao para a Ciencia e a Tecnologia) for the PhD research grant SFRH/BD/97042/2013 and the Post-Doctoral research grant (SFRH/BPD/101793/2014), respectively. David J. S. Patinha also thanks the financial support from COST-Exil Project 1206. The NMR data was acquired at CERMAX (Centro de Ressonncia Magnetica Antnio Xavier) which is a member of the National NMR network. This work was partially supported by FCT through Research Unit GREEN-it " Bioresources for Sustainability" (UID/Multi/04551/2013) and the Associate Laboratory CICECO Aveiro Institute of materials (UID/CTM/50011/2013)
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