1,028 research outputs found
Teaching and learning about controversial science issues
The overarching Nature of Science (NoS) strand in our revised science curriculum presents teachers of science with a number of challenges. One of them is the âParticipating and Contributingâ achievement aim with its focus on controversial science issues (CSI). This article reports on a new classroom model for exploring controversial science issues with students that was trialled in New Zealand science classrooms, writes Dr. Kathy Saunders, the University of Waikato
The long and short of it: a comprehensive assessment of axial length estimation in myopic eyes from ocular and demographic variables.
Background/ObjectivesAxial length, a key measurement in myopia management, is not accessible in many settings. We aimed to develop and assess machine learning models to estimate the axial length of young myopic eyes.Subjects/MethodsLinear regression, symbolic regression, gradient boosting and multilayer perceptron models were developed using age, sex, cycloplegic spherical equivalent refraction (SER) and corneal curvature. Training data were from 8135 (28% myopic) children and adolescents from Ireland, Northern Ireland and China. Model performance was tested on an additional 300 myopic individuals using traditional metrics alongside the estimated axial length vs age relationship. Linear regression and receiver operator characteristics (ROC) curves were used for statistical analysis. The contribution of the effective crystalline lens power to error in axial length estimation was calculated to define the latterâs physiological limits.ResultsAxial length estimation models were applicable across all testing regions (pâ„0.96 for training by testing region interaction). The linear regression model performed best based on agreement metrics (mean absolute error [MAE]=0.31mm, coefficient of repeatability=0.79mm) and a smooth, monotonic estimated axial length vs age relationship. This model was better at identifying high-risk eyes (axial length >98th centile) than SER alone (area under the curve 0.89 vs 0.79, respectively). Without knowing lens power, the calculated limits of axial length estimation were 0.30mm for MAE and 0.75mm for coefficient of repeatability.ConclusionsIn myopic eyes, we demonstrated superior axial length estimation with a linear regression model utilising age, sex and refractive metrics and showed its clinical utility as a risk stratification tool
Reading Instruction for Children who use AAC: Considerations in the Pursuit of Generalizable Results
Our purpose was to review evidence-based literacy instruction for children with severe speech impairment (SSI) who communicate with AAC. This review focuses on three issues important to researchers in this area: participant heterogeneity, assessment and instruction, and research design. We found 8 articles that reported attempts to teach phonological awareness and individual-word reading to a total of 26 children with SSI who used AAC. We evaluated these studies based on reporting of participant characteristics, assessment and instruction modifications, and the strength of research designs. We conclude by highlighting the need for standard assessments that can be used across studies, discussing strategies for facilitating metaanalyses, and suggesting the creation of an online database for researchers to share results on literacy instruction for this population
Examining the concordance of retinal ganglion cell counts generated using measures of structure and function
PURPOSE: There are several indirect methods used to estimate retinal ganglion cell (RGC) count in an individual eye, but there is limited information as to the agreement between these methods. In this work, RGC receptive field (RGCâRF) count underlying a spot stimulus (0.43°, Goldmann III) was calculated and compared using three different methods. METHODS: RGCâRF count was calculated at a retinal eccentricity of 2.32âmm for 44 healthy adult participants (aged 18â58âyears, refractive error â9.75 DS to +1.75 DS) using: (i) functional measures of achromatic peripheral grating resolution acuity (PGRA), (ii) structural measures of RGCâlayer thickness (OCTâmodel, based on the method outlined by Raza and Hood) and (iii) scaling published histology density data to simulate a global expansion in myopia (HistologyâBalloon). RESULTS: Whilst average RGCâRF counts from the OCTâmodel (median 105.3, IQR 99.6â111.0) and the HistologyâBalloon model (median 107.5, IQR 97.7â114.6) were similar, PGRA estimates were approximately 65% lower (median 37.7, IQR 33.8â46.0). However, there was poor agreement between all three methods (BlandâAltman 95% limits of agreement; PGRA/OCT: 55.4; PGRA/HistologyâBalloon 59.3; OCT/HistologyâBalloon: 52.4). High intersubject variability in RGCâRF count was evident using all three methods. CONCLUSIONS: The lower PGRA RGCâRF counts may be the result of targeting only a specific subset of functional RGCs, as opposed to the coarser approach of the OCTâmodel and HistologyâBalloon, which include all RGCs, and also likely displaced amacrine cells. In the absence of a âground truthâ, direct measure of RGCâRF count, it is not possible to determine which method is most accurate, and each has limitations. However, what is clear is the poor agreement found between the methods prevents direct comparison of RGCâRF counts between studies utilising different methodologies and highlights the need to utilise the same method in longitudinal work
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