cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/q3nt29
title: New Neotropical species of Pantisarthrus Förster, 1871 (Hymenoptera: Ichneumonidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Camargo, Luiza Figueiredo, Shimbori, Eduardo Mitio, Penteado-Dias, Angélica Maria (2020): New Neotropical species of Pantisarthrus Förster, 1871 (Hymenoptera: Ichneumonidae). Zootaxa 4728 (4): 443-452, DOI: https://doi.org/10.11646/zootaxa.4728.4.2
DOI: 10.7910/dvn/z6r79k/5l7rjj
title: Image125.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/9tjyyg
title: Image115.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/bcimnm
title: Image88.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/gisipe
title: Image131.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/ige3hs
title: Image100.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/tlmycs
title: Image73.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/wg8wrf
title: Image79.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/wprstm
title: Image91.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/zphc8p
title: Image120.jpg

description: :unav
DOI: 10.5523/bris.1bbuxza4dih8f2r16p114vozuo
title: Organic photoredox catalytic cycle for PCBN

description: Experimental data associated with the ERC Advanced Grant project CAPRI (PI Prof A.J. Orr-Ewing) and from use of the Central Laser Facility at the Rutherford Appleton Laboratory.
DOI: 10.7910/dvn/z6r79k/2tmpzr
title: Image82.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/bypvdn
title: Image36.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/dflucj
title: Image24.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/enbana
title: Image38.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/fn8ch7
title: Image148.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/gy6zqf
title: Image65.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/kt48ty
title: Image104.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/nxecql
title: Image134.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/q24uca
title: Image67.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/qsy1on
title: Image137.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/4etsk5
title: Image32.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/mleyri
title: Image98.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/ogc9c5
title: Image106.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/vr6vab
title: Image70.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/wugsox
title: Image17.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/xqbooj
title: Image50.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/zcidxt
title: Image68.jpg

description: :unav
DOI: 10.18453/rosdok_id00002465
title: Simulation Experiment Schemas - Beyond Tools and Simulation Approaches (Software Appendix)

description: This archive contains the software described in the paper "Simulation Experiment Schemas - Beyond Tools and Simulation Approaches" published at the Winter Simulation Conference 2019. The tool guides users through the simulation experiment specification process via a graphical user interface. The entered information is used in the generation of backend-independent experiment specifications in the JSON format. The JSON-based specifications can be mapped to different simulation backends. Currently, two domains of modeling and simulation are supported: stochastic discrete-event simulation, and finite element simulation for electromagnetics. For both domains, basic simulation runs are supported as well as complex experiment designs such as sensitivity analyses based on full factorial designs.
DOI: 10.5281/zenodo.3626918
title: Du feu à l'eau: source and flux of dissolved black carbon from the Congo River

description: Dissolved black carbon, dissolved organic carbon, stable carbon isotope data, and discharge data used for the analyses in "Du feu à l'eau: source and flux of dissolved black carbon from the Congo River".
DOI: 10.5281/zenodo.3626919
title: Du feu à l'eau: source and flux of dissolved black carbon from the Congo River

description: Dissolved black carbon, dissolved organic carbon, stable carbon isotope data, and discharge data used for the analyses in "Du feu à l'eau: source and flux of dissolved black carbon from the Congo River".
DOI: 10.7910/dvn/z6r79k/1zhemr
title: Image118.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/7vmdfw
title: Image34.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/bk7xal
title: Image3.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/buaims
title: Image28.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/cvlltu
title: Image149.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/jsdpsr
title: Image121.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/ncx9io
title: Image108.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/p9rb8r
title: Image107.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/tsfshl
title: Image56.jpg

description: :unav
DOI: 10.7910/dvn/z6r79k/w3uemq
title: Image128.jpg

description: :unav
DOI: 10.14469/hpc/6737
title: Lukas mechanism, +ve system IRC

description: Gaussian Calculation
DOI: 10.34725/dvn/zng4ou/40jskd
title: Association_Form_A.pdf
DOI: 10.34725/dvn/zng4ou/5diou7
title: Product form.7z
DOI: 10.34725/dvn/zng4ou/798svs
title: 2.Forest form.7z
DOI: 10.34725/dvn/zng4ou/ak7wkm
title: 2.SOP Form.7z
DOI: 10.34725/dvn/zng4ou/beyh9t
title: Product form.7z
DOI: 10.34725/dvn/zng4ou/bfhh4o
title: Disclaimer.pdf
DOI: 10.34725/dvn/zng4ou/clejbm
title: SOP Form.7z
DOI: 10.34725/dvn/zng4ou/k42wkv
title: Product_Raw.tab
DOI: 10.34725/dvn/zng4ou/m8muhk
title: Association_Form_A.pdf
DOI: 10.34725/dvn/zng4ou/d7vqik
title: 2.Product form.7z
DOI: 10.34725/dvn/zng4ou/jqlp4x
title: Disclaimer.pdf
DOI: 10.34725/dvn/zng4ou/rkhhla
title: SL_Product_Form_R.pdf
DOI: 10.34725/dvn/zng4ou/rppwks
title: Overview_Raw-1.tab
DOI: 10.34725/dvn/zng4ou/ugzy7t
title: 1.SL_Product_Form_R.pdf
DOI: 10.34725/dvn/zng4ou/xkev1j
title: SL_Settlement_Form.pdf
DOI: 10.34725/dvn/zng4ou/y3vlp6
title: OVERVIEW FORM_7.12.13.docx
DOI: 10.34725/dvn/zng4ou/ybixfc
title: 1.Forest_Form.pdf
DOI: 10.5286/isis.e.rb1920078-3
title: Comparison of the Compression Behaviour of BaSnO3 and Ba0.575Sr0.425SnO3

description: We propose to study the effect of pressure on the structure of the tetragonal Ba0.575Sr0.425SnO3, The behaviour will be compared to the compression of the cubic BaSnO3 (parent compound). At room temperature the perovskite system Ba1-xSrxSnO3 shows a series of phases in the sequence orthorhombic (Pbnm), orthorhombic (Ibmm), tetragonal (I4/mcm), and cubic (Pm-3m) [4]. These are a consequence of the sequential introduction of cooperative tilting of the corner sharing SnO6 octahedra resulting from the changes in the average A site size. Given that the effect of reducing the lanthanide ionic radii is equivalent to that of applyingpressure, it is theoretically possible to study the effect of A-site substitution on the structure using a single compound, hence such high pressure studies are useful for developing such models.
DOI: 10.5286/isis.e.rb2000047-2
title: Forcing Sr2NiO2Cu2Se2 into the low spin regime under pressure

description: This is a proposal to drive the layered oxide chalcogenide Sr2NiO2Cu2Se2 from the high-spin state with long range magnetic order to the low-spin state, similar to that displayed by the sulfide analogue, by the application of pressure. We request time under the Rapid Access scheme in order to rapidly augment our current structural and physical data and computational investigations produce a high impact publication.
DOI: 10.34725/dvn/zng4ou/aukgpx
title: 3.Stages of Poverty.tab
DOI: 10.34725/dvn/zng4ou/eoxlqr
title: SL OVERVIEW FORM.7z
DOI: 10.34725/dvn/zng4ou/ilz539
title: Association_Raw-1.tab
DOI: 10.34725/dvn/zng4ou/km5xqm
title: Association_Raw.tab
DOI: 10.34725/dvn/zng4ou/lzxdzz
title: Forest_Raw.tab
DOI: 10.34725/dvn/zng4ou/rcyodz
title: 0.Disclaimer.pdf
DOI: 10.34725/dvn/zng4ou/unosmc
title: 2.Settlement form.7z
DOI: 10.34725/dvn/zng4ou/xaii0e
title: Disclaimer.pdf
DOI: 10.34725/dvn/zng4ou/zafe1d
title: Settlement form.7z
DOI: 10.5281/zenodo.3626749
title: Puppet Traces and Compiled Catalogs

description: This dataset contains the traces and compiled catalogs of the Puppet modules examined in the evaluation of the ICSE'20 paper "Practical Fault Detection in Puppet Programs".
DOI: 10.15468/h4y1js
title: Revisão do gênero Paramecocephala Benvegnú, 1968 (Heteroptera, Pentatomidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Revisão do gênero Paramecocephala Benvegnú, 1968 (Heteroptera, Pentatomidae), Frey-da-Silva, Angélica, Grazia, Jocélia, Fernandes, José Antônio Marin (2002): Revisão do gênero Paramecocephala Benvegnú, 1968 (Heteroptera, Pentatomidae). Revista Brasileira de Entomologia 46 (2): 209-225, DOI: 10.1590/S0085-56262002000200013
DOI: 10.34725/dvn/zng4ou/5c9cpk
title: Settlement_Raw.tab
DOI: 10.34725/dvn/zng4ou/9xeqjh
title: SL OVERVIEW FORM.7z
DOI: 10.34725/dvn/zng4ou/b1tj7d
title: Association_Form_A.pdf
DOI: 10.34725/dvn/zng4ou/d0wavn
title: SOP Form.7z
DOI: 10.34725/dvn/zng4ou/g1mfpv
title: 1.SL_Settlement_Form.pdf
DOI: 10.34725/dvn/zng4ou/gozg6m
title: 3.BS_Settlement_Raw.tab
DOI: 10.34725/dvn/zng4ou/gvh5ub
title: OVERVIEW FORM_7.12.13.docx
DOI: 10.34725/dvn/zng4ou/sq3fym
title: Association form.7z
DOI: 10.34725/dvn/zng4ou/srqgvv
title: Forest_Raw.tab
DOI: 10.34725/dvn/zng4ou/v42uei
title: Stages of Poverty.csv
DOI: 10.5281/zenodo.3626750
title: Puppet Traces and Compiled Catalogs

description: This dataset contains the traces and compiled catalogs of the Puppet modules examined in the evaluation of the ICSE'20 paper "Practical Fault Detection in Puppet Programs".
DOI: 10.34725/dvn/zng4ou/4qm5be
title: Product form.7z
DOI: 10.34725/dvn/zng4ou/6jjifx
title: SOP Form.7z
DOI: 10.34725/dvn/zng4ou/6uvhgh
title: Forest_Form.pdf
DOI: 10.34725/dvn/zng4ou/7ykn7k
title: Forest form.7z
DOI: 10.34725/dvn/zng4ou/gfwaz9
title: 1.OVERVIEW FORM_7.12.13.docx
DOI: 10.34725/dvn/zng4ou/knyaxn
title: Forest_Form.pdf
DOI: 10.34725/dvn/zng4ou/or1kt6
title: Overview_Raw.tab
DOI: 10.34725/dvn/zng4ou/te9giu
title: Forest_Form.pdf
DOI: 10.34725/dvn/zng4ou/wtp8ni
title: Forest form.7z
DOI: 10.34725/dvn/zng4ou/4ucre7
title: Product_Raw.tab
DOI: 10.34725/dvn/zng4ou/bka57f
title: Forest_Raw.tab
DOI: 10.34725/dvn/zng4ou/enbpme
title: Settlement_Raw.tab
DOI: 10.34725/dvn/zng4ou/lbzp2m
title: SL_Settlement_Form.pdf
DOI: 10.34725/dvn/zng4ou/llipua
title: SL_Product_Form_R.pdf
DOI: 10.34725/dvn/zng4ou/r1eabc
title: Stages of Poverty.csv
DOI: 10.34725/dvn/zng4ou/zamymn
title: 1.Association_Form_A.pdf
DOI: 10.5281/zenodo.3626755
title: The Hurricane Challenge Dataset

description: The Hurricane Challenge was an international evaluation of intelligibility-enhancing speech modifications that took place in 2013 at Interspeech. The dataset consists of stereo files containing clean speech (channel 1) and noise (channel 2). The purpose of the Challenge is to modify the clean speech only in order to make it more intelligibility in the presence of the corresponding noise sample, without changing root-mean-square level, and within certain constraints on changes in duration. Two different types of noise, stationary speech-shaped noise, and competing speech, are provided, each at three signal-to-noise ratios. The Challenge is described in this Interspeech article. The dataset consists of two zip files, one for each masker (cs.zip for competing speech, ssn.zip for speech-shaped noise).
DOI: 10.5281/zenodo.3626756
title: The Hurricane Challenge Dataset

description: The Hurricane Challenge was an international evaluation of intelligibility-enhancing speech modifications that took place in 2013 at Interspeech. The dataset consists of stereo files containing clean speech (channel 1) and noise (channel 2). The purpose of the Challenge is to modify the clean speech only in order to make it more intelligibility in the presence of the corresponding noise sample, without changing root-mean-square level, and within certain constraints on changes in duration. Two different types of noise, stationary speech-shaped noise, and competing speech, are provided, each at three signal-to-noise ratios. The Challenge is described in this Interspeech article. The dataset consists of two zip files, one for each masker (cs.zip for competing speech, ssn.zip for speech-shaped noise).
DOI: 10.34725/dvn/zng4ou/2yshgq
title: Disclaimer.pdf
DOI: 10.34725/dvn/zng4ou/4vwxuk
title: Product_Raw.tab
DOI: 10.34725/dvn/zng4ou/6uob8l
title: SL OVERVIEW FORM.7z
DOI: 10.34725/dvn/zng4ou/dht6e8
title: Association form.7z
DOI: 10.34725/dvn/zng4ou/ewbsud
title: Association_Raw.tab
DOI: 10.34725/dvn/zng4ou/fqfozr
title: 2.SL OVERVIEW FORM.7z
DOI: 10.34725/dvn/zng4ou/nybter
title: OVERVIEW FORM_7.12.13.docx
DOI: 10.34725/dvn/zng4ou/xrk7dd
title: Settlement form.7z
DOI: 10.34725/dvn/zng4ou/yk5w9x
title: Overview_Raw.tab
DOI: 10.24377/ljmu.d.00000050
title: Exogenous Oxidation Dataset - in support of journal article: Probiotic supplementation increases carbohydrate metabolism in trained male cyclists: a randomized, double-blind, placebo-controlled cross-over trial.

description: Measurements were made of lipid and carbohydrate oxidation, plasma metabolites and insulin, gastrointestinal permeability, and subjective symptoms of discomfort. Seven male cyclists were randomized to PRO (bacterial composition given in methods) or placebo (PLC) for four weeks, separated by a 14-day washout period. After each period, cyclists consumed a 10% maltodextrin solution (initial 8 mL·kg-1 bolus and 2 mL·kg-1 every 15 min) while exercising for 2h at 55% Wmax followed by a 100 kJ time trial. PRO resulted in small increases in peak oxidation rates of the ingested maltodextrin (0.84 ± 0.10 vs 0.77 ± 0.09 g·min-1, P = 0.016), and mean total carbohydrate oxidation (2.20 ± 0.25 vs 1.87 ± 0.39 g·min-1, P = 0.038), while fat oxidation was reduced (0.40 ± 0.11 vs 0.55 ± 0.10 g·min-1, P = 0.021) . In contrast to the hypothesis, PRO led to minimal increases in absorption and oxidation of the ingested maltodextrin and small reductions in fat oxidation, while having no effect on subsequent time trial performance.
description: Stable tracer isotope
DOI: 10.34725/dvn/zng4ou/0t5hte
title: Settlement form.7z
DOI: 10.34725/dvn/zng4ou/6a31zk
title: 2.Association form.7z
DOI: 10.34725/dvn/zng4ou/7qrgb1
title: 3.BS_Product_Raw.tab
DOI: 10.34725/dvn/zng4ou/g8wmy8
title: 3.BS_Association_Raw.tab
DOI: 10.34725/dvn/zng4ou/jb7g4o
title: SL_Product_Form_R.pdf
DOI: 10.34725/dvn/zng4ou/k81qxd
title: Forest form.7z
DOI: 10.34725/dvn/zng4ou/oia9ui
title: SL_Settlement_Form.pdf
DOI: 10.34725/dvn/zng4ou/szowlo
title: 3.BS_Forest_Raw.tab
DOI: 10.34725/dvn/zng4ou/uhfrpp
title: Association form.7z
DOI: 10.34725/dvn/zng4ou/cxfvwu
title: 4.BS_Overview.tab
DOI: 10.34725/dvn/zng4ou/fjooyz
title: 4.BS_Forest.tab
DOI: 10.34725/dvn/zng4ou/h7vvrx
title: 4.BS_Product.tab
DOI: 10.34725/dvn/zng4ou/ndb2je
title: 4.BS_Association.tab
DOI: 10.34725/dvn/zng4ou/sni4qc
title: 4.BS_Settlement.tab
DOI: 10.34725/dvn/zng4ou/xnicyl
title: 3.BS_Overview_Raw.tab
DOI: 10.5281/zenodo.3626657
title: Data for publication "Evaluation of equivalent black carbon (EBC) source apportionment using observations from Switzerland between 2008 and 2018"

description: Data to accompany "<em>Evaluation of equivalent black carbon (EBC) source apportionment using observations from Switzerland between 2008 and 2018</em>" publication in <em>Atmospheric Measurement Techniques</em>. This repository contains observational data and two helper tables containing monitoring site information and instrument location data. All files are .csv files, with UTF-8 encoding, and are self describing. The time zone used for analysis was UTC + 1, tz database/Olson string "Etc/GMT+1".
DOI: 10.5281/zenodo.3626658
title: Data for publication "Evaluation of equivalent black carbon (EBC) source apportionment using observations from Switzerland between 2008 and 2018"

description: Data to accompany "<em>Evaluation of equivalent black carbon (EBC) source apportionment using observations from Switzerland between 2008 and 2018</em>" publication in <em>Atmospheric Measurement Techniques</em>. This repository contains observational data and two helper tables containing monitoring site information and instrument location data. All files are .csv files, with UTF-8 encoding, and are self describing. The time zone used for analysis was UTC + 1, tz database/Olson string "Etc/GMT+1".
DOI: 10.34725/dvn/hlrxnf
title: Countries and their ISO 3166-1 alpha-3 codes matched to the World Geographical Scheme for Recording Plant Distributions

description: The dataset shows matches between countries and the World Geographical Scheme for Recording Plant Distributions (WGSRPD; Brummitt, 2001), which divides the terrestrial world into nine areas: Africa, Antarctic, Asia-Temperate, Asia-Tropical, Australasia, Europe, Northern America, Pacific, and Southern America.
DOI: 10.34725/dvn/hlrxnf/cnb8vr
title: Documentation.docx

description: This contains information about the variables of the datasets as well as the method on collecting the data
DOI: 10.34725/dvn/hlrxnf/x3dbxq
title: Countries and their ISO 3166-1 alpha-3 codes matched to the World Geographical Scheme for Recording Plant Distributions .tab

description: Countries names, country codes and L1 continentts from the World Geographical Scheme for Recording Plant Distributions
DOI: 10.3886/e117371
title: Advancing Education in Muslim Societies 2018-2019

description: The data were collected from respondents (school administrators, teachers, parents, university students, and school students) from 14 countries in 2018-2019 as part of Advancing Education in Muslim Societies initiative of The International Institute of Islamic Thought.
description: Presence of Common Scales: Sense of belonging<br>Empathy<br>Self-efficacy<br>Moral reasoning<br>Community mindedness<br>Religiosity<br>Forgiveness
description: School students<br>University students<br>Parents<br>Teachers<br>Administrators
DOI: 10.3886/e117371v1
title: Advancing Education in Muslim Societies 2018-2019

description: The data were collected from respondents (school administrators, teachers, parents, university students, and school students) from 14 countries in 2018-2019 as part of Advancing Education in Muslim Societies initiative of The International Institute of Islamic Thought.
description: Presence of Common Scales: Sense of belonging<br>Empathy<br>Self-efficacy<br>Moral reasoning<br>Community mindedness<br>Religiosity<br>Forgiveness
description: School students<br>University students<br>Parents<br>Teachers<br>Administrators
DOI: 10.5281/zenodo.3627229
title: Project dataset: predicting traffic volumes and congestion in road networks equipped with ANPR cameras

description: https://github.com/ppintosilva/anpr-predict
description: Cast id integers to factors in spatial data and rename columns to match flow data.
DOI: 10.5281/zenodo.3627230
title: Dataset for project: predicting traffic volumes and congestion in road networks equipped with ANPR cameras

description: https://github.com/ppintosilva/anpr-predict
DOI: 10.7910/dvn/pdh6vt/7wzfk2
title: ngc1333-gas-mle-x1.fits

description: Parameter estimation maximum likelihood estimate (MLE) values for one component model. The FITS structure is derived from GAS DR1 parameter cubes.
DOI: 10.7910/dvn/pdh6vt/gawyli
title: ngc1333-Zs.fits

description: Bayesian evidence maps for zero- (white noise), one-, and two- ammonia velocity components.
DOI: 10.7910/dvn/pdh6vt/l9jl2g
title: ngc1333-Ks.fits

description: Bayes factor maps (in natural logarithm scale) of single and double component detection.
DOI: 10.7910/dvn/pdh6vt/n3uljr
title: ngc1333-gas-mle-x2.fits

description: Parameter estimation maximum likelihood estimate (MLE) values for two component model. The FITS structure is derived from GAS DR1 parameter cubes.
DOI: 10.6084/m9.figshare.11664015.v9
title: Simulated significant wave height (3-hourly, 150a) from FIO-ESM v2.0 1pctCO2 experiment r1i1p1f1

description: Simulated significant wave height (3-hourly, 150a) from FIO-ESM v2.0 1pctCO2 experiment (CO2 prescribed to increase at 1% per year) r1i1p1f1, which is branch from Jan 1, 301 of piControl experiment. The grid, named gx1v6, is the displaced pole (the North Pole displaced to the Greenland) grid with 1.1 degree in longitude and 0.27-0.54 degree in latitude.
DOI: 10.5281/zenodo.3626854
title: Self-supervised retinal thickness prediction enables deep learning from unlabeled data to boost classification of diabetic retinopathy

description: <strong>This data repository contains the OCT images and binary annotations for segmentation of retinal tissue using deep learning. To use, please refer to the Github repository </strong>https://github.com/theislab/DeepRT. <strong>#######</strong> <strong>Access to large, annotated samples represents a considerable challenge for training accurate deep-learning models in medical imaging. While current leading-edge transfer learning from pre-trained models can help with cases lacking data, it limits design choices, and generally results in the use of unnecessarily large models. We propose a novel, self-supervised training scheme for obtaining high-quality, pre-trained networks from unlabeled, cross-modal medical imaging data, which will allow for creating accurate and efficient models. We demonstrate this by accurately predicting optical coherence tomography (OCT)-based retinal thickness measurements from simple infrared (IR) fundus images. Subsequently, learned representations outperformed advanced classifiers on a separate diabetic retinopathy classification task in a scenario of scarce training data. Our cross-modal, three-staged scheme effectively replaced 26,343 diabetic retinopathy annotations with 1,009 semantic segmentations on OCT and reached the same classification accuracy using only 25% of fundus images, without any drawbacks, since OCT is not required for predictions. We expect this concept will also apply to other multimodal clinical data-imaging, health records, and genomics data, and be applicable to corresponding sample-starved learning problems.</strong> <strong>#######</strong>
DOI: 10.3886/e117389
title: Focused Classroom Coaching and Widespread Racial Equity in School Discipline

description: We examined the effects of a teacher coaching program on discipline referrals using records from 7,794 U.S. classrooms in secondary schools. Some classroom teachers took part in a trial: They were randomized to receive intensive coaching in a focal classroom or to form a business-as-usual control group. The remaining teachers taught in the same schools as the teachers in the trial. Previous research suggested that the coaching program was associated with increasing equity in discipline referrals in focal, coached classrooms. The current study addressed whether effects found in the teachers’ focal, coached classrooms generalized to diverse classrooms in their course load. Results suggested that the coaching program had no generalized effects on reducing referrals with African American students or racial referral gaps in classrooms with coached teachers, relative to the control teachers and the other teachers in the schools. We offer implications for coaching programs and directions for equity-oriented efforts to reduce racial discipline gaps. <br>