cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5064/f6z5znwh/g8ogcd
title: 04.41 M ContMod MulDivFrac PPS.pptx

description: Content module: Multiplying and dividing fractions PowerPoint
DOI: 10.15468/dl.4xy76g
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphidoletes aphidimyza",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 52 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008893-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5064/f6z5znwh/em84dr
title: 04.52 M ContMod FactFam Aud.pptx

description: Content module: Fact families PowerPoint with embedded audio
DOI: 10.5064/f6qpv2qk/vhxyva
title: 01.22 S4 ChM MinJay Work.JPG

description: Image files of student work
DOI: 10.5064/f6z5znwh/umvr7e
title: 04.11 M ContMod WhatIsFrac PPS.pptx

description: Content module: What is a fraction PowerPoint
DOI: 10.5064/f6qpv2qk/0fzctn
title: 01.26 S4 ChM IsItNewPhoto1,2.jpg

description: Class data photo
DOI: 10.5064/f6z5znwh/c8t61g
title: 04.31 M ContMod AddSubFrac PPS.pptx

description: Content module: Adding and subtracting fractions PowerPoint
DOI: 10.5064/f6qpv2qk/vdho99
title: 00.01 S4 TE Master Files and Abbreviations.tab

description: Log of pre-service teacher educator files
DOI: 10.5064/f6z5znwh/x6ach5
title: 04.01 M ContMod RepFracs Vid.mp4

description: Content module: Representing fractions video
DOI: 10.5064/f6qpv2qk/mzrgpr
title: 02.61 S4 ChM StPr Ckout Qs.docx

description: Task-specific checkout questions
DOI: 10.5064/f6z5znwh/l2uaih
title: 04.51 M ContMod FactFam PPS.pptx

description: Content module: Fact families PowerPoint
DOI: 10.5064/f6qpv2qk/h2auvu
title: 00.02 S4 Training Files and Abbreviations.tab

description: Log of simulation specialist training files, by task
DOI: 10.5064/f6z5znwh/6ejwyl
title: 04.23 M ContMod EquivFrac Vid.mp4

description: Content module: Equivalent fractions video
DOI: 10.5064/f6qpv2qk/ordzkx
title: 04.01 S4 ChM Cont DefsExs.docx

description: Science content example
DOI: 10.5064/f6z5znwh/rjfzrq
title: 04.33 M ContMod AddSubFrac Vid.mp4

description: Content module: Adding and subtracting fractions video
DOI: 10.5064/f6qpv2qk/xxrssd
title: 2.06 WU Cand Mtls.pdf

description: Warm-up candidate materials PDF
DOI: 10.5064/f6z5znwh/ddy5me
title: 1.05 SDG Vid.mp4
DOI: 10.5064/f6qpv2qk/fwd1ve
title: 03.04 S4 ChM TPr 4.docx

description: Task-specific script: Teacher profile 4
DOI: 10.5064/f6qpv2qk/57780o
title: README_Howell_S4.txt
DOI: 10.5064/f6z5znwh/jt2aht
title: 1.03 SDG Trnr Gd.docx

description: Non-task-specific lesson 1 trainer guide: Simulation discussion guidelines
DOI: 10.5064/f6z5znwh/i4bnkt
title: 3.03 Tech Check Proc Cklst.docx

description: Tech-check process document for simulation specialists
DOI: 10.5064/f6z5znwh/wamrmn
title: 4.02 NTS Check in Trnee Gd.docx

description: Non-task-specific lesson 3 trainee guide: Check-in with trainer
DOI: 10.5064/f6z5znwh/zpohpb
title: 1.10 UE Vocal Prof.pdf

description: Upper-elementary vocal profiles PDF
DOI: 10.5064/f6z5znwh/q1iznj
title: 00.01 Non-Task-Specific Training Document Log.tab

description: Log of non-task-specific simulation specialist training files
DOI: 10.5064/f6z5znwh/chnmmy
title: 3.02 Tech Trnee Gd.docx

description: Non-task-specific lesson 3 trainee guide: Technology
DOI: 10.5064/f6z5znwh/itjfli
title: 1.01 SDG At a Glance.docx

description: Simulation discussion guidelines-at-a-glance
DOI: 10.5064/f6z5znwh/ppl5ly
title: 3.12 Tech How-To.docx

description: How-to document for technology Word document
DOI: 10.5064/f6z5znwh/vzy0sw
title: 2.07 WU CkoutTool.docx

description: Warm-up checkout scoring tool
DOI: 10.5064/f6z5znwh/dt6sae
title: 1.04 SDG Trnee Gd.docx

description: Non-task-specific lesson 1 trainee guide: Simulation discussion guidelines
DOI: 10.5064/f6z5znwh/rcf1y7
title: 1.09 UE Avatar Prof.pdf

description: Upper-elementary avatar profiles PDF
DOI: 10.5064/f6z5znwh/uk40yx
title: Go_Discuss_Permission_Letter.docx
DOI: 10.5064/f6z5znwh/ewmqds
title: 3.01 Tech Trnr Gd.docx

description: Non-task-specific lesson 3 trainer guide: Technology
DOI: 10.6084/m9.figshare.30186856
title: <b>An explainable correction and fusion framework for bare-Earth terrain modeling in global mountain areas</b>

description: This is data and code for the article “<b>An explainable correction and fusion framework for bare-Earth terrain modeling in global mountain areas</b>”
DOI: 10.6084/m9.figshare.30186856.v6
title: <b>An explainable correction and fusion framework for bare-Earth terrain modeling in global mountain areas</b>

description: This is data and code for the article “<b>An explainable correction and fusion framework for bare-Earth terrain modeling in global mountain areas</b>”
DOI: 10.5064/f6z5znwh/62cou8
title: 4.01 NTS Check in Trnr Gd.docx

description: Non-task-specific lesson 4 trainer guide: Check-in with trainer
DOI: 10.6084/m9.figshare.30186856.v5
title: <b>An explainable correction and fusion framework for bare-Earth terrain modeling in global mountain areas</b>

description: This is data and code for the article “<b>An explainable correction and fusion framework for bare-Earth terrain modeling in global mountain areas</b>”
DOI: 10.5064/f6z5znwh/dnabrw
title: 1.12 UE Vocal Prof.docx

description: Upper-elementary vocal profiles Word document
DOI: 10.5064/f6z5znwh/4ttlf8
title: 2.03 WU Trnr Gd.docx

description: Non-task-specific lesson 2 trainer guide: Warm-up activity
DOI: 10.5064/f6z5znwh/egqu9a
title: 2.02 WU Sim Spec Mtls.docx

description: Simulation specialist materials for the warm-up activity
DOI: 10.5064/f6z5znwh/ls8nk7
title: 1.11 UE Avatar Prof.docx

description: Upper-elementary avatar profiles Word document
DOI: 10.5064/f6z5znwh/pn2nsr
title: Go_Discuss_Data_Overview.docx
DOI: 10.5064/f6z5znwh/mxh1tp
title: 2.09 WU Wrkshts pg2.jpg

description: Warm-up activity image files
DOI: 10.5064/f6z5znwh/r78py8
title: 2.04 WU Trnee Gd.docx

description: Non-task-specific lesson 2 trainee guide: Warm-up activity
DOI: 10.5064/f6z5znwh/fw75xl
title: 00.01 CM Master Files and Abbreviations.tab

description: Log of math content training files
DOI: 10.5064/f6z5znwh/cxujiy
title: 3.11 Tech How-To.pdf

description: How-to document for technology PDF
DOI: 10.5064/f6z5znwh/dtnlvv
title: 2.08 WU Wrkshts_pg1.jpg

description: Warm-up activity image files
DOI: 10.5064/f6z5znwh/s1jvrj
title: README_Howell_Non_Task_Specific.txt
DOI: 10.5064/f6nju10i
title: Scoring

description: &lt;h3&gt;Project Overview&lt;/h3&gt;
In this four-year project called Developing Preservice Elementary Teachers' Ability to Facilitate Goal-Oriented Discussions in Science and Mathematics via the Use of Simulated Classroom Interactions (GO Discuss), Educational Testing Service and Mursion developed, piloted, and validated a set of performance-based tasks delivered within a simulated classroom environment in order to improve preservice elementary teachers’ ability to orchestrate discussions. These tasks provided opportunities for preservice teachers in science and mathematics to facilitate discussions with five upper elementary student avatars (fifth grade) where the focus is on disciplinary argumentation within two content domains: fractions (mathematics) and structure/properties of matter (science). The overall goal of this research was to develop a validity basis for the use of such tools as formative assessment tasks that can be integrated within educator preparation programs to increase the amount, variety, and quality of clinical practice opportunities currently available to preservice elementary teachers. &lt;br&gt;&lt;p&gt;

&lt;p&gt;We scored the pre-service teachers’ video-recorded performances for the eight tasks in two waves. We scored the formative tasks (M2, M3, M4, S2, S3, and S4) immediately following each data collection and returned written formative feedback to the pre-service teachers within two weeks. For each video-recorded discussion, the formative feedback consisted of general statements and specific feedback about the strengths and areas for growth tied to each indicator in the rubric. The summative scoring (M1 and S1 pre- and post-) discussions were scored at the end of the project. To help reduce rater bias, we coded the videos so that raters could not determine if a video was a pre-service teacher’s pre- or post- video. All summative and formative discussions were scored using the same rubric. &lt;br&gt;

&lt;p&gt;This specific data project includes materials for the scoring and development of formative feedback reports of preservice teachers' performances in the simulated classroom.&lt;br&gt;

&lt;p&gt;For a complete description of the broader “Go Discuss” project, including a list of files for each task, as well as to read the detailed Terms of Use, please start by reading the &lt;a href="https://doi.org/10.5064/F6NJU10I/H0MOQT"&gt;Data Overview&lt;/a&gt; file. Some files appear in different formats with identical content. This is intentional. ETS wants to encourage adaptation of the deposited materials (which might be easier to implement in Word documents), but also wants to ensure that images and math notations are rendered correctly for secondary users (best preserved in PDF).
DOI: 10.5064/f6nju10i/m4fjyi
title: 01.13 Webinar 1B Aud.pptx

description: Scoring justification webinar 1B PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/kv5lv7
title: 01.14 Webinar 1B VID.mp4

description: Scoring justification webinar 1B video file of PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/jhuabl
title: 01.15 Webinar 1C Aud.pptx

description: Scoring justification webinar 1C PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/ysykss
title: 01.16 Webinar 1C VID.mp4

description: Scoring justification webinar 1C video file of PowerPoint with embedded audio
DOI: 10.5281/zenodo.18765199
title: Measuring Biodiversity Risk in the Chinese Market Based on Text Data and Analyzing Contagion Effects

description: Includes text data from the People's Daily from January 1, 2007, to December 31, 2024; China financial market index data (stocks, energy, commodity futures, foreign exchange, gold, bonds); sentiment analysis programs; biodiversity risk time series construction programs; and risk association network construction programs. Suitable for text mining, sentiment analysis, biodiversity risk-related research, and risk association network construction.
DOI: 10.5281/zenodo.18765617
title: Measuring Biodiversity Risk in the Chinese Market Based on Text Data and Analyzing Contagion Effects

description: Includes text data from the People's Daily from January 1, 2007, to December 31, 2024; China financial market index data (stocks, energy, commodity futures, foreign exchange, gold, bonds); sentiment analysis programs; biodiversity risk time series construction programs; and risk association network construction programs. Suitable for text mining, sentiment analysis, biodiversity risk-related research, and risk association network construction.
DOI: 10.5064/f6nju10i/l1c86w
title: 02.02 M1 Webinar VID.mp4

description: Task-specific webinar video files of PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/qulav0
title: 02.061 M1 Cal1 VID.mp4

description: M1 calibration 1 video
DOI: 10.5064/f6nju10i/75cyc3
title: 02.051 M1 Val Vid.mp4

description: Task-specific validity video
DOI: 10.5064/f6nju10i/qxelwa
title: 02.071 M1 Cal2 VID.mp4

description: M1 calibration 2 video
DOI: 10.5064/f6nju10i/sb68pg
title: 02.01 M1 Webinar AUD.pptx

description: Task-specific webinar PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/nwcpzc
title: 02.15 M2 Val Vid.mp4

description: Task-specific validity video
DOI: 10.5064/f6nju10i/tevzfb
title: 02.21 M3 Webinar AUD.pptx

description: Task-specific webinar PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/opl5ct
title: 02.22 M3 Webinar VID.mp4

description: Task-specific webinar video files of PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/rphrnp
title: 02.25 M3 Val Vid.mp4

description: Task-specific validity video
DOI: 10.5064/f6nju10i/tuq4wl
title: 02.35 M4 Val Vid.mp4

description: Task-specific validity video
DOI: 10.5064/f6nju10i/sg3wsb
title: 02.31 M4 Webinar AUD.pptx

description: Task-specific webinar PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/vknjio
title: 02.32 M4 Webinar VID.mp4

description: Task-specific webinar video files of PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/woxxyj
title: 02.461 S1 Cal1 VID.mp4

description: S1 calibration 1 video
DOI: 10.5064/f6nju10i/q13fk6
title: 02.471 S1 Cal2 VID.mp4

description: S1 calibration 2 video
DOI: 10.5064/f6nju10i/2doa3l
title: 02.41 S1 Webinar AUD.pptx

description: Task-specific webinar PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/j8nv9v
title: 02.451 S1 Val Vid.mp4

description: Task-specific validity video
DOI: 10.5064/f6nju10i/d4vsaj
title: 02.42 S1 Webinar VID.mp4

description: Task-specific webinar video files of PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/zuinw4
title: 02.62 S3 Webinar VID.mp4

description: Task-specific webinar video files of PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/d7asf7
title: 02.61 S3 Webinar AUD.pptx

description: Task-specific webinar PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/h1ud09
title: 02.65 S3 Val Vid.mp4

description: Task-specific validity video
DOI: 10.5064/f6nju10i/its5f4
title: 02.51 S2 Webinar AUD.pptx

description: Task-specific webinar PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/hovnpe
title: 02.52 S2 Webinar VID.mp4

description: Task-specific webinar video files of PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/crsdtb
title: 02.55 S2 Val Vid.mp4

description: Task-specific validity video
DOI: 10.5064/f6nju10i/ogqcc0
title: 02.71 S4 Webinar AUD.pptx

description: Task-specific webinar PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/okryul
title: 02.75 S4 Val Vid.mp4

description: Task-specific validity video
DOI: 10.5064/f6nju10i/yuyrfw
title: 02.12 M2 Webinar VID.mp4

description: Task-specific webinar PowerPoint with embedded audio
Task-specific webinar video files of PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/dytigp
title: 02.72 S4 Webinar VID.mp4

description: Task-specific webinar video files of PowerPoint with embedded audio
DOI: 10.5064/f6nju10i/bjxts5
title: 01.11 Webinar 1A AUD.pptx
DOI: 10.5064/f6nju10i/xz7icc
title: 01.12 Webinar 1A VID.mp4
DOI: 10.5064/f6nju10i/cc1byc
title: Go_Discuss_Permission_Letter.docx
DOI: 10.5064/f6nju10i/h0moqt
title: Go_Discuss_Data_Overview.docx
DOI: 10.5064/f6nju10i/hfks57
title: 02.58 S2 Val Vid Feedback Temp.docx

description: S2 validity video rater feedback template
DOI: 10.5064/f6nju10i/rep6qv
title: 02.74 S4 TSSN.pdf

description: S4 task-specific scoring notes PDF
DOI: 10.5064/f6nju10i/ekqsmh
title: 02.56 S2 Val Vid Transcript.docx

description: S2 validity video transcript
DOI: 10.5064/f6nju10i/hjsawz
title: 02.04 M1 TSSN.pdf

description: M1 task-specific scoring notes PDF
DOI: 10.5064/f6nju10i/5ehqyd
title: 02.074 M1 Cal2 Feedback Temp.docx

description: M1 calibration 2 rater feedback template
DOI: 10.15468/dl.ghpzkt
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Peristenus",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 16 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008894-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5064/f6nju10i/pvnul2
title: 02.053 M1 Val Vid Mast Score.docx

description: M1 validity video master score notes
DOI: 10.5064/f6nju10i/evqdon
title: 02.473 S1 Cal2 Mast Score.docx

description: S1 calibration 2 master score notes
DOI: 10.5064/f6nju10i/o8slk3
title: 02.463 S1 Cal1 Mast Score.docx

description: S1 calibration 1 master score notes
DOI: 10.5064/f6nju10i/9id2ax
title: 02.063 M1 Cal1 Mast Score.docx

description: M1 calibration 1 master score notes
DOI: 10.5064/f6nju10i/o7kxuj
title: 02.054 M1 Val Vid Feedback Temp.docx

description: M1 validity video rater feedback template
DOI: 10.5064/f6nju10i/i11gru
title: 02.66 S3 Val Vid Transcript.docx

description: S3 validity video transcript
DOI: 10.34740/kaggle/dsv/14952799
title: Layline Shareholder activism dataset
DOI: 10.5064/f6nju10i/a7b7am
title: 02.16 M2 Val Vid Transcript.docx

description: M2 validity video transcript
DOI: 10.5064/f6nju10i/lkvakg
title: 02.44 S1 TSSN.pdf

description: S1 task-specific scoring notes PDF
DOI: 10.5064/f6nju10i/yzvcdt
title: 02.452 S1 Val Vid Transcript.docx

description: S1 validity video transcript
DOI: 10.5064/f6nju10i/htoloc
title: 02.23 M3 TSSN.docx

description: M3 task-specific scoring notes
DOI: 10.5064/f6nju10i/5klgyw
title: 02.24 M3 TSSN.pdf

description: M3 task-specific scoring notes PDF
DOI: 10.5064/f6nju10i/ssunqp
title: 02.78 S4 Val Vid Feedback Temp.docx

description: S4 validity video rater feedback template
DOI: 10.5064/f6nju10i/jirsle
title: 02.03 M1 TSSN.docx

description: M1 task-specific scoring notes
DOI: 10.5064/f6nju10i/f6ietp
title: 02.68 S3 Val Vid Feedback Temp.docx

description: S3 validity video rater feedback template
DOI: 10.5064/f6nju10i/gjqook
title: 02.052 M1 Val Vid Transcript.docx

description: M1 validity video transcript
DOI: 10.5064/f6nju10i/llgs50
title: 02.08 M1 Score Just Temp.docx

description: Scores and justifications template
DOI: 10.5064/f6nju10i/kh1tvj
title: 02.76 S4 Val Vid Transcript.docx

description: S4 validity video transcript
DOI: 10.5064/f6nju10i/georeh
title: 01.02 One Page Scoring Rubric.docx

description: One Page Scoring Rubric
DOI: 10.5064/f6nju10i/zuctzg
title: 02.38 M4 Val Vid Feedback Temp.docx

description: M4 validity video rater feedback template
DOI: 10.5064/f6nju10i/uvbgu4
title: 02.14 M2 TSSN.pdf

description: M2 task-specific scoring notes PDF
DOI: 10.5064/f6nju10i/qw5qdu
title: 02.48 S1 Score Just Temp.docx

description: Scores and justifications template
DOI: 10.5064/f6nju10i/gkxdcc
title: 02.453 S1 Val Vid Mast Score.docx

description: S1 validity video master score notes
DOI: 10.5064/f6nju10i/r2o4ub
title: 02.43 S1 TSSN.docx

description: S1 task-specific scoring notes
DOI: 10.5064/f6nju10i/sr5bxp
title: 02.464 S1 Cal1 Feedback Temp.docx

description: S1 calibration 1 rater feedback template
DOI: 10.5064/f6nju10i/sksaa6
title: 01.04 Form Feed Guidebook.docx

description: Formative feedback guidebook
DOI: 10.5064/f6nju10i/vwwdan
title: 02.064 M1 Cal1 Feedback Temp.docx

description: M1 calibration 1 rater feedback template
DOI: 10.5064/f6nju10i/rgrhys
title: 02.63 S3 TSSN.docx

description: S3 task-specific scoring notes
DOI: 10.5064/f6nju10i/yztito
title: 01.03 One Page Scoring Rubric.pdf

description: One Page Scoring Rubric - PDF
DOI: 10.5064/f6nju10i/hpcoy6
title: 02.073 M1 Cal2 Mast Score.docx

description: M1 calibration 2 master score notes
DOI: 10.5064/f6nju10i/hovg00
title: 02.73 S4 TSSN.docx

description: S4 task-specific scoring notes
DOI: 10.5064/f6nju10i/5wcdas
title: 02.57 S2 Val Vid Mast Score.docx

description: S2 validity video master score notes
DOI: 10.5064/f6nju10i/16bqz5
title: 02.18 M2 Val Vid Feedback Temp.docx

description: M2 validity video rater feedback template
DOI: 10.5064/f6nju10i/kq5ex2
title: 02.062 M1 Cal1 Transcript.docx

description: M1 calibration 1 transcript
DOI: 10.5064/f6nju10i/wvoajy
title: 01.05 FFS Sent Starters.docx

description: Specific formative feedback statement sentence starters
DOI: 10.5064/f6nju10i/dlpayu
title: 02.27 M3 Val Vid Mast Score.docx

description: M3 validity video master score notes
DOI: 10.5064/f6nju10i/7xstu5
title: 02.64 S3 TSSN.pdf

description: S3 task-specific scoring notes PDF
DOI: 10.5281/zenodo.18765943
title: ARTIFICIAL INTELLIGENCE IN EDUCATION: TRANSFORMING THE LEARNING EXPERIENCE

description: In the modern digital age, Artificial Intelligence (AI) has emerged as a transformative force across various sectors, and education is no exception. AI technologies are redefining teaching methodologies, personalizing the learning experience, automating assessments, and enabling real-time feedback. This article explores the multifaceted impact of AI on education, emphasizing how intelligent systems enhance student performance, aid teachers, and support inclusive learning environments. The paper also critically analyzes ethical considerations, data privacy issues, and equity challenges in AI implementation. As educational institutions globally adopt smart technologies, it becomes vital to assess not only the benefits but also the long-term implications of AI in learning ecosystems. Ultimately, the article advocates for a balanced, human-centered approach to ensure that technology enhances educational equity, quality, and sustainability.
DOI: 10.5281/zenodo.18765944
title: ARTIFICIAL INTELLIGENCE IN EDUCATION: TRANSFORMING THE LEARNING EXPERIENCE

description: In the modern digital age, Artificial Intelligence (AI) has emerged as a transformative force across various sectors, and education is no exception. AI technologies are redefining teaching methodologies, personalizing the learning experience, automating assessments, and enabling real-time feedback. This article explores the multifaceted impact of AI on education, emphasizing how intelligent systems enhance student performance, aid teachers, and support inclusive learning environments. The paper also critically analyzes ethical considerations, data privacy issues, and equity challenges in AI implementation. As educational institutions globally adopt smart technologies, it becomes vital to assess not only the benefits but also the long-term implications of AI in learning ecosystems. Ultimately, the article advocates for a balanced, human-centered approach to ensure that technology enhances educational equity, quality, and sustainability.
DOI: 10.5064/f6nju10i/icypxl
title: 02.13 M2 TSSN.docx

description: M2 task-specific scoring notes
DOI: 10.5064/f6nju10i/vtqysp
title: 01.01 Scoring Rubric.pdf

description: Scoring Rubric - PDF
DOI: 10.5064/f6nju10i/hdqdbf
title: 02.17 M2 Val Vid Mast Score.docx

description: M2 validity video master score notes
DOI: 10.15468/dl.jjws3e
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brachyorrhos raffrayi"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008895-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5064/f6nju10i/zc1sae
title: 02.26 M3 Val Vid Transcript.docx

description: M3 validity video transcript
DOI: 10.5064/f6nju10i/tfudlf
title: 02.474 S1 Cal2 Feedback Temp.docx

description: S1 calibration 2 rater feedback template
DOI: 10.15468/dl.8qhasq
title: Occurrence Download

description: A dataset containing 885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Sympterygia brevicaudata"
 ]
}

 The dataset includes 885 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008896-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5064/f6nju10i/ewhczd
title: 01.06 PST Form Feed Temp.docx

description: Pre-service teacher formative feedback report template
DOI: 10.5064/f6nju10i/gtijvr
title: 02.54 S2 TSSN.pdf

description: S2 task-specific scoring notes PDF
DOI: 10.5064/f6nju10i/e7pup7
title: 02.37 M4 Val Vid Mast Score.docx

description: M4 validity video master score notes