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12,393 results for “materiality”

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zenodo36/100

Supplementary Material to "Analysis of nationwide groundwater monitoring networks using lumped-parameter models and groundwater"

<p>This repository contains the&nbsp;Supplementary Material to &quot;Analysis of nationwide groundwater monitoring networks using lumped-parameter models and groundwater&quot;, submitted to Journal of Hydrology for review.</p> <p>&nbsp;</p>

opencc-by-4.0Dec 2022View details →
zenodo36/100

Supplementary Materials for "An Automated Detection of Confusing Variable Pairs with Highly Similar Compound Names in Java and Python Programs"

<p>This is a dataset contains the data collected through the empirical study in our paper &quot;An Automated Detection of Confusing Variable Pairs with Highly Similar Compound Names in Java and Python Programs.&quot;</p>

opencc-by-4.0Dec 2022View details →
zenodo36/100

raw data for a manuscript submitted to Materials and Structures Journal

<p>raw data for a manuscript submitted to Materials and Structures Journal. Includes: coating thickness, jointly with economic and environmental calculations</p>

opencc-by-4.0Dec 2022View details →
zenodo36/100

Supplementary material for "Investigating phoneme-dependencies of spherical voice directivity patterns II: Various Groups of Phonemes"

<p>The .pdf&nbsp;file contains</p> <ul> <li>general information on the voice directivity files in the SOFA format</li> <li>information on the indices and names of the SOFA-files</li> <li>additional plots</li> </ul> <p>&nbsp;</p> <p>The .zip&nbsp;files contain</p> <ul> <li>voice directivities in the SOFA format sampled on the sparse measuring grid</li> <li>voice directivities in the SOFA format upsampled to a dense grid</li> </ul> <p>&nbsp;</p> <p>The Matlab script provides</p> <ul> <li>an example reading a dataset, performing spatial upsampling if required, and creating some basic plots.&nbsp;</li> </ul>

opencc-by-4.0Jan 2023View details →
zenodo36/100

Supplemental Material: Laboratory Packages for Human– Oriented Experiments in Software Engineering: An ACM Badging Approach

<p>This laboratory package contains supplemental material from the study: &quot;Laboratory Packages for Human&ndash;Oriented Experiments in Software Engineering: An ACM Badging Approach&quot;.&nbsp;The supplementary material contains:<br> 1. The list of the 118 primary studies (Labpacks) classified by journals and conferences.<br> 2. The .xlsx file of the dataset used to analyze the RQs.<br> 3. The list of figures published in the scientific article.</p>

opencc-by-4.0Jan 2023View details →
zenodo36/100

Supplementary material "Designing robust transformation toward a sustainable circular battery production"

<p>Supplementary material for the publication &quot; Designing robust transformation toward a sustainable circular battery production&quot; in Procedia CIRP. The paper is available at&nbsp;<a href="https://doi.org/10.1016/j.procir.2023.02.069">https://doi.org/10.1016/j.procir.2023.02.069</a>.</p> <p>&nbsp;</p> <p>The underlying research of this publication was funded by the German Federal Ministry of Education and Research within the Competence Cluster Recycling &amp; Green Battery (greenBatt) (03XP0302A) and the research project EffizientNutzen (033R240C). The authors are responsible for the content of this publication.</p> <p><em>Accepted for publication</em></p>

opencc-by-4.0Jan 2023View details →
zenodo36/100

Supplemental materials for Altered expression of several molecular mediators of cerebral spinal fluid production in Hyp mice

<p>X-Linked Hypophosphatemia (XLH) is a genetic disease causing life-long hypophosphatemia due to overproduction of FGF23. XLH is associated with Chiari malformations, cranial synostosis, and syringomyelia. FGF23 signals through FGFR1c and requires a co-receptor, a-Klotho, which is expressed in the renal distal convoluted tubules and the choroid plexus (ChP). In the ChP, a-Klotho participates in regulating cerebral spinal fluid (CSF) production by shuttling the sodium/potassium adenosine triphosphatase (Na+/K+-ATPase) to the luminal membrane. The sodium/potassium/chloride cotransporter 1 (NKCC1) also makes a substantial contribution to CSF production. Real-time PCR (RT-PCR) demonstrated significant upregulation of Klotho transcripts in the fourth ventricle but a trend toward reduced expression in the lateral ventricles of Hyp mice compared to controls. Transcript levels for Fgfr1c were unchanged in Hyp mice. Na+/K+-ATPase alpha-1 subunit transcripts were downregulated in all three ventricles, reaching significance in the third and lateral ventricles. Expression levels of the Slc12a2 transcript (which encodes NKCC1) were unchanged in Hyp mice compared to controls. In situ hybridization (ISH) was used to obtain anatomical corelates to the changes observed by RT-PCR. ISH confirmed the presence of all four transcripts in the lateral ventricle ChP of both WT and Hyp mice. This is the first study to document a significant change in the level of expression of the molecular machinery required for CSF production in Hyp mice. Whether similar changes occur in patients with XLH, potentially contributing to the cranial and spinal cord abnormalities frequently seen in XLH remains to be determined.</p>

opencc-by-4.0Jan 2023View details →
zenodo36/100

1 PREHEALING: Design of concrete precast elements incorporating sustainable strategies for self-healing to increase their service life. Material characterization

<p>This project deals with the analysis of the performance of concrete with internal curing aggregates (IC), low clinker cementitious materials and steel fibres, to be used in real applications in the field of precast industry.</p> <p>The low clinker cementitious material will be composed of clinker (C), metakaolin (MK) and limestone filler (LF) as powder material. In order to promote the sustainability of these products, a sustainable powder (SP) obtained from wood ash will be included. In addition, aggregates from coal bottom ash (CBA) will be used as internal curing water reservoirs.</p> <p>This section includes the characterization of these materials providing their main properties as particle size distribution, density or absorption, among others</p>

opencc-by-4.0Jan 2023View details →
zenodo36/100

MATERI SEMINAR METODE PENELITIAN KUANTITATIF_UNIVERSITAS NEGERI SURABAYA_ KAMIS 26 JANUARY 2023

<p><strong>Penelitian Kuantitatif</strong></p> <p><strong>Penelitian kuantitatif adalah</strong> suatu proses menemukan pengetahuan yang menggunakan data berupa angka sebagai alat menganalisis keterangan mengenai apa yang ingin diketahui. (Kasiram (2008: 149) dalam bukunya Metodologi Penelitian Kualitatif dan Kuantitatif).</p> <p>Penelitian Kuantitatif Adalah</p> <p>Asumsi Penelitian Kuantitatif Adalah</p> <p>Penelitian kuantitatif adalah didasarkan pada asumsi sebagai berikut (Nana Sudjana dan Ibrahim, 2001; Del Siegle, 2005, dan Johnson, 2005).</p> <p>&nbsp;</p> <p>a. Bahwa realitas yang menjadi sasaran penelitian berdimensi tunggal, fragmental, dan cenderung bersifat tetap sehingga dapat diprediksi.</p> <p>b. <a href="https://www.statistikian.com/2012/10/variabel-penelitian.html">Variabel</a> dapat diidentifikasi dan diukur dengan alat-alat yang objektif dan baku.</p> <p>Karakeristik Penelitian Kuantitatif Adalah</p> <p>Karakteristik penelitian kuantitatif adalah sebagai berikut (Nana Sudjana dan Ibrahim, 2001: 6-7; Suharsimi Arikunto, 2002 : 11; Johnson, 2005; dan Kasiram 2008: 149-150):</p> <p>a. Menggunakan pola berpikir deduktif (rasional &ndash; empiris atau top-down), yang berusaha memahami suatu fenomena dengan cara menggunakan konsep-konsep yang umum untuk menjelaskan fenomena-fenomena yang bersifat khusus.</p> <p>b. Logika yang dipakai adalah logika positivistik dan menghundari hal-hal yang bersifat subjektif.</p> <p>c. Proses penelitian mengikuti prosedur yang telah direncanakan.</p> <p>&nbsp;</p> <p>d. Tujuan dari penelitian kuantitatif adalah untuk menyususun ilmu nomotetik yaitu ilmu yang berupaya membuat hokum-hukum dari generalisasinya.</p> <p>e. Subjek yang diteliti, data yang dikumpulkan, dan sumber data yang dibutuhkan, serta alat pengumpul data yang dipakai sesuai dengan apa yang telah direncanakan sebelumnya.</p> <p>f. Pengumpulan data dilakukan melalui pengukuran dengan mengguna-kan alat yang objektif dan baku.</p> <p>g. Melibatkan penghitungan angka atau kuantifikasi data.</p> <p>h. Peneliti menempatkan diri secara terpisah dengan objek penelitian, dalam arti dirinya tidak terlibat secara emosional dengan subjek penelitian.</p> <p>i. Analisis data dilakukan setelah semua data terkumpul.</p> <p>j. Dalam analisis data, peneliti dituntut memahami teknik-teknik statistik.</p> <p>k. Hasil penelitian berupa generalisasi dan prediksi, lepas dari konteks waktu dan situasi.</p> <p>l. Penelitian jenis kuantitatif disebut juga penelitian ilmiah</p> <p>Prosedur Penelitian Kuantitatif</p> <p>Penelitian kuantitatif ini dalam pelaksanaannya adalah berdasarkan prosedur yang telah direncanakan sebelumnya.</p> <p><strong>Adapun prosedur penelitian kuantitatif terdiri dari tahapan-tahapan atau langkah-langkah kegiatan sebagai berikut:</strong></p> <ol> <li>Identifikasi permasalahan</li> <li>Studi literatur.</li> <li>Pengembangan kerangka konsep</li> <li>Identifikasi dan definisi <a href="https://www.statistikian.com/2012/10/variabel-penelitian.html">variabel</a>, <a href="https://www.statistikian.com/2012/10/hipotesis.html">hipotesis</a>, dan pertanyaan penelitian.</li> <li>Pengembangan disain penelitian.</li> <li><a href="https://www.statistikian.com/2017/06/teknik-sampling-dalam-penelitian.html">Teknik sampling</a>.</li> <li>Pengumpulan dan kuantifikasi data.</li> <li>Analisis data.</li> <li>Interpretasi dan komunikasi hasil penelitian.</li> </ol> <p>Tipe-tipe Penelitian Kuantitatif</p> <p>Dalam melakukan penelitian, peneliti dapat menggunakan metoda dan <a href="https://www.statistikian.com/2012/05/desain-penelitian-pengantar.html">rancangan (design)</a> tertentu dengan mempertimbangkan tujuan penelitian dan sifat masalah yang dihadapi.</p> <p>&nbsp;</p> <p>Berdasarkan sifat-sifat permasalahannya, penelitian kuantitatif adalah dapat dibedakan menjadi beberapa tipe sebagai berikut (Suryabrata, 2000 : 15 dan Sudarwan Danim dan Darwis, 2003 : 69 &ndash; 78).</p> <p><strong>Jenis-jenis Penelitian Kuantitatif Adalah:</strong></p> <ol> <li>Penelitian deskriptif</li> <li>Penelitian korelasional</li> <li>Penelitian kausal komparatif</li> <li>Penelitian tindakan</li> <li>Penelitian perkembangan</li> <li><a href="https://www.statistikian.com/2012/10/penelitian-experimen.html">Penelitian eksperimen</a>.</li> </ol>

opencc-by-4.0Jan 2023View details →
zenodo36/100

Production of microplastic reference materials

<p>The validation of analytical methods for the identification and quantification of micro and nanoplastics in environmental matrices is hindered by a lack of standard reference materials (RMs). These materials are required for the harmonisation of analytical methods and the generation of comparable and reliable data. As a result, uncertainties associated with the measurements from individual laboratories can occur due to contamination, over-estimation, and under-estimation of nano and microplastics from environmental samples affecting the comparison and interpretation of analytical data from different laboratories. Until now, the Norwegian Institute for Water Research (NIVA) has focused on making reference materials (RMs) in the microscale, i.e., from 50 &mu;m and up to 1 mm of the following polymer types: PVC, PE, PET, PS, PP and PC as well as polymer mixtures, in the form of effervescent soda tablets. These RMs have been used in inter- laboratory comparison (ILC) studies worldwide as well as in microplastic recovery tests. The RMs have been analysed by different laboratories using different techniques, including light microscopy, &mu;FTIR, Raman and Pyr-GC/MS. The latest ILC study including the soda tablets is the EU project EUROqCHARM, where two sets of soda tablets, one containing PE, PET and PS (50-300 &mu;m) and the other containing PP, PC and PVC (50-300 &mu;m) were produced. A complete characterisation of these batches was carried during production by counting the number of particles in 20 tablets obtaining a RSD of 11 % and 13 %, respectively and by measuring all the particles in 10 of the tablets for each batch to study the size distribution. In this presentation the results for the complete characterisation of the tablets will be shown. The next step in generating relevant RMs is to focus attention on the size fractions below Also see: https://micro2022.sciencesconf.org/425663/document</p>

opencc-by-4.0Jan 2023View details →
zenodo36/100

Examining the Influence of Focal Point Location on Heat Transfer Dynamics in Phase Change Material: A Dataset Publication

<p>Dataset including experimental data from small-scale solar facade module that consists of several components: Fresnel lens; cone-shaped air gap; aerogel (semi-transparent) as insulation layer; PCM container. Variations of the experimental settings in test setups are different cone diameter (2, 3 and 4 cm) and insulation layer thickness is (3,5 and 7cm). Nine different compositions &nbsp;were tested in laboratory to evaluate the ompact of focal point location. The focal point has been described with three different values that reflect its location on the inner and outer surfaces and in the middle of the PCM container. The corresponding figures can be found in the paper The Effect of Fresnel Lens Focal Point Location on Heat Transfer in Phase Change Material (PCM) Enhanced Dynamic Solar Facade.</p> <p>This study has been supported by Fundamental and Applied Research project &lsquo;Smart building EnVElope with solaR Energy STorage (EVEREST)&rsquo;, project No. lzp-2019/1-0363, funded by the Latvian Council of Science.</p> <p>&nbsp;</p>

opencc-by-4.0Dec 2022View details →
zenodo36/100

Strategies, Benefits and Challenges App Store-inspired Requirements Elicitation - Supplementary Material

<p>This is the supplementary material for the paper &quot;Strategies, Benefits and Challenges App Store-inspired Requirements Elicitation&quot; (also included in this repository).&nbsp;</p> <p>Abstract: App store-inspired elicitation is the practice of exploring competitors&rsquo; apps, to get inspiration for requirements. This activity is common among developers, but little insight is available on its practical use, advantages, and possible issues. This paper aims to study strategies, benefits, and challenges of app store-inspired elicitation, and compare this technique with more traditional requirements elicitation interviews. We conduct an experimental simulation with 58 analysts and collect qualitative data. Our results show that specific guidelines and procedures are required to better conduct app store-inspired elicitation. Furthermore, current search features made available by app stores are not suitable for this practice, and more tool support is required to help analysts in the retrieval and<br> evaluation of competing products. While interviews focus on the why dimension of requirements engineering (i.e., goals), app store-inspired elicitation focuses on how (i.e., solutions), offering indications for implementation and improved usability. Our study provides a framework for researchers to address existing challenges and suggests possible benefits to foster app store-inspired elicitation among practitioners.</p> <p>The package contains the following files:</p> <p>1.Protocol.pdf - it describes in details the steps of the protocol and the intermediate results obtained during the execution.</p> <p>2. Codebooks:<br> 2.a. Codebook Strategies: codebook of the strategies to select apps<br> 2.b Codebook Benefits: codebook of the benefits of use IBE (sheet 1) and ASE (sheet 2)<br> 2.c Codebook Challenges: codebook of the challenged of use IBE (sheet 1) and ASE (sheet 2)<br> 2.d Differences IBE-ASE: table of the identified (categorized) differences between IBE and ASE</p> <p>3. Labelled Data&nbsp;<br> 3.a Strategies - labeled data: the file contains the name of the selected apps, the motivation behind the selection, and the themes assigned to them (refer to 2.a for the explanation of the themes).<br> 3.b Benefits IBE - labeled data: the file contains the extract of the raw data about IBE benefits and the themes assigned (refer to 2.b for the explanation of the themes).<br> 3.c Challenges IBE - labeled data: the file contains the extract of the raw data about IBE challenges and the themes assigned (refer to 2.c for the explanation of the themes).<br> 3.d Benefits ASE - labeled data: the file contains the extract of the raw data about ASE benefits and the themes assigned (refer to 2.b for the explanation of the themes).<br> 3.e Challenges ASE - labeled data: the file contains the extract of the raw data about IBE benefits and the themes assigned (refer to 2.c for the explanation of the themes).</p> <p>4. Raw data.xls: it contains the raw data used in the work (two sheets, one for strategies and one for reflections).</p> <p>5. SLR data: data related to the lightweight systematic literature review&nbsp;<br> 5.a Codebook Scopus.xlsx: codebook for the themes elicited from the SLR. The themes are also present in the files in the folder Codebooks.<br> 5.b SLR-scopus-results-and-selected.xlsx: results of the search string, and, in green, the selected papers.&nbsp;</p> <p>6. Readme.txt: summary file.&nbsp;</p> <p>Note that some of the rows in Raw data.xls (and in the corresponding &quot;Labelled Data&quot; files) &nbsp;are substituted with N/A. This corresponds to those participants who asked to not publicly share their responses.</p>

opencc-by-4.0Jan 2023View details →
zenodo36/100

Determined Material Properties within the framework of the NCN project (OPUS) No. 2021/41/B/ST8/00148

<p>This file presents information on the determination of material properties, of the composite material undertaken for the study. The file presents both the data from which the material properties were determined and also summarises and averages the extracted data in tabular form. The data relates to the composite material manufactured for the NCN project (OPUS) No. 2021/41/B/ST8/00148.</p>

opencc-by-4.0Feb 2023View details →
zenodo36/100

"STILL AROUND": Experiences and Survival Strategies of Veteran Women Software Developers (Supplementary Material)

<p>The intersection of ageism and sexism can create a hostile environment for veteran software developers belonging to marginalized genders. In this study, we conducted 14 interviews to examine the experiences of people at this intersection, primarily women, in order to discover the strategies they employed in order to successfully remain in the field. We identified 283 codes, which fell into three main categories: <em>Strategies</em>, <em>Experiences</em>, and <em>Perception</em>. Several strategies we identified, such as <em>(Deliberately) Not Trying to Look Younger</em>, were not previously described in the software engineering literature. We found that, in some companies, older women developers are recognized as having particular value, further strengthening the known benefits of diversity in the workforce. Based on the experiences and strategies, we suggest organizations employing software developers to consider the benefits of hiring veteran women software developers. For example, companies can draw upon the life experiences of older women developers in order to better understand the needs of customers from a similar demographic. While we recognize that many of the strategies employed by our study participants are a response to systemic issues, we still consider that, in the short-term, there is benefit in describing these strategies for developers who are experiencing such issues today.</p>

opencc-by-4.0Dec 2022View details →
zenodo36/100

Supplementary Information Materials for the G-Cubed submission by Zakharov et al.

<p>The supporting information is provided for the publication <a href="https://doi.org/10.1029/2022GC010741">https://doi.org/10.1029/2022GC010741</a><em>. </em>The upload contains identification of&nbsp;MGL opal-CT&nbsp;as well as the results of the SIMS and EMPA measurements in cherts. This file also features &delta;D values plotted against the triple O-isotope values of cherts. The Secondary Ion Probe Mass Spectrometry (SIMS) measurements are included as the .xslx table (Data Set S1) with analytical conditions, raw measurements and VSMOW-calibrated values. The Electron Microprobe (EMPA) analyses are provided in the .xslx file (Data Set S2). The Data Set S2 is separated by tabs for individual sample. Images feature the analyzed areas, including petrographic image, reflected light and the SIMS points.</p>

opencc-by-4.0Oct 2022View details →
zenodo36/100

Electronic supplemental material for Mann et al. "Multi-decadal records of shoreline erosion reveal the roles of river delta dynamics, hard protection measures, and other interventions in Eastern Ghana"

<p>Electronic supplemental material for Mann et al. &quot;Multi-decadal records of shoreline erosion reveal the roles of river delta dynamics, hard protection measures, and other interventions in Eastern Ghana&quot;</p> <p><br> The supplemental material comprises the database &quot;Geodatabase Ghana.mdb&quot; and the MSc thesis by Aleksandra Serwa (Serwa 2017), the results of which built the foundation for the paper.</p> <p>The database contains one layer with all digitized shorelines (HWL_END) as indicated in table 1 of the manuscript, and additional baseline and transect layers that are necessary for the shoreline change analyses with DSAS (Thieler &amp; Danforth 1994). Further information can be found in Serwa (2017).</p> <p>References:</p> <p>Serwa, A., 2017. Shoreline changes in the Keta Municipal District (Ghana): Evidence from multi-decadal records. Master Thesis, Department of Geosciences, University of Bremen, 88 p.</p> <p><br> Thieler, E.R. &amp; Danforth, W.W., 1994. Historical Shoreline Mapping ( II ): Application of the Digital Shoreline Mapping and Analysis Systems ( DSMS / DSAS ) to Shoreline Change Mapping in Puerto Rico. Journal of Coastal Research, 10(3), pp.600&ndash;620.</p>

opencc-by-4.0Feb 2023View details →
zenodo36/100

Duality in the Early Neolithic on Lolland-Falster and in south Scandinavia - supplementary material

<p>Listed and seperated14C-data for the analysis.&nbsp;</p> <p>Cite as:&nbsp;</p> <p>Jensen, T.Z.T. and&nbsp;S&oslash;rensen, L.V. 2023. Duality in the Early Neolithic on Lolland-Falster and in south Scandinavia. In: Gro&szlig;, D. and Rothstein, M.:&nbsp;Changing Identity in a Changing World. Archaeological Studies on Human Interaction in Northern Europe around 4000 cal BC. Leiden: Sidestone, supplementary&nbsp;material.</p>

opencc-by-4.0Jan 2023View details →
zenodo36/100

ICSE'23: How Do We Read Formal Claims? Eye-Tracking and the Cognition of Proofs about Algorithms (Replication Materials)

<p>Formal methods are used successfully in high-assurance software, but they require rigorous mathematical and logical training that&nbsp;practitioners often lack.&nbsp;As such, integrating formal methods into software has been associated with numerous challenges. While educators have placed emphasis on formalisms in undergraduate theory courses, such courses often struggle with poor student outcomes and satisfaction.&nbsp;In this paper, we present a controlled eye-tracking human study (n=34) investigating the problem-solving strategies employed by students with different levels of incoming&nbsp;preparation (as assessed by theory coursework taken and pre-screening performance on a proof comprehension task), and how educators can better prepare low-outcome students for the rigorous logical reasoning that is a core part of formal methods in software engineering.&nbsp;We find that incoming preparation is not a good predictor of student outcomes for formalism comprehension tasks, and that student self-reports are not accurate at identifying factors associated with high outcomes for such tasks.&nbsp;Instead, and importantly, we find that differences in outcomes can be attributed to performance for proofs by induction and recursive algorithms, and that better-performing students exhibit significantly more attention switching behaviors, a result that has several implications for pedagogy in terms of the design of teaching materials.&nbsp;Our results suggest the need for a substantial pedagogical intervention in core theory courses to better align student outcomes with the objectives of mastery and retaining the material, and thus bettering preparing students for high-assurance software engineering.</p> <p>This artifact makes publicly available the de-identified eye-tracking and facial behavior analysis data that we collected in our controlled study of cognition of proofs about algorithms. We also include our Python scripts (as several Jupyter notebooks) used for the statistical analyses of the collected data.&nbsp;</p>

opencc-by-4.0May 2023View details →
zenodo36/100

Modular Differential Evolution: Supplementary Material

<p>This repository contains the code and data for reproducibility of the paper &#39;Modular Differential Evolution&#39;.&nbsp;</p> <p>The following files are included:</p> <p>- Modde.zip: A zip-file of the version of the modular differential evolution code used throughout the paper. This is a static version of the github repository (not linked now to preserve anonymity). This can be installed using pip; installation is needed for the data collection script</p> <p>- Irace_files: A zip-file containing all relevant settings and code for running irace to tune on BBOB, which can be processed into the set of elites (irace_elites_modde.csv).</p> <p>- *_runner: Python files which runs each elite and each common + single module DE on the required instances.&nbsp;Resulting IOH-files are included in the &#39;raw_data&#39; zipfile</p> <p>- R files: code which takes the raw IOH data and turns it into the relevant csv-files which are used to create the figures</p> <p>- Visualization*: notebooks which are used to generate the figures from the papers</p>

opencc-by-4.0Feb 2023View details →
zenodo36/100

Supporting material for a PubPeer comment on Owner & Rohweder (2003)

<p>Two data files, two figures and R code (https://www.r-project.org/) supporting material for a PubPeer comment on:</p> <p>Owner, D. &amp; Rohweder, D.A. (2003). Distribution and habitat of Pied Oystercatchers (Haematopus longirostris) inhabiting ocean beaches in northern New South Wales. Emu 103: 163&ndash;169. https://doi.org/10.1071/MU01053</p> <p>One can read the comment by searching for the above DOI on https://pubpeer.com/</p>

opencc-by-4.0Feb 2023View details →

ScienceDex guides

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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

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Allen Brain Atlas

Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

Annotated Behaviour and Observability Dataset (ABODe)

ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

DANDI Archive for NWB datasets

DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

International Brain Laboratory public data

The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

OpenNeuro

OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

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Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.