CASE STUDY: York University Improves the Educational Experience using Mediasite
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Founded in 1959, York University is now Canada’s third largest university and world-renowned for attracting students who forge their own unique paths. York’s top-ranked programs set international standards. The faculty expands the horizons of its students, providing them with a broad perspective of the world that opens up new ways of thinking. York offers a full range of programs and degrees and is setting the contemporary standard in academic excellence, pioneering research and innovative thinking.As one of the premier educational facilities in North America, York attracts an increasing number of students worldwide. However, its well-earned respect and popularity came with a price: a swelling of the university’s classrooms. In addition, a growing percentage of its students are adults trying to balance career, family, and education. A few years ago, the university began delivering online lectures through audio players, and later added video, but it was dissatisfied with the two-dimensional experience this provided its students. The school was desperate for a system that could combine the audio, video, and graphic components of a typical classroom lecture.“We sought a solution which would allow us to deliver students a richer academic learning experience than just having a professor stand up in front of the classroom and present the same lecture,” said Kelly Parke, senior multimedia designer at York University. “We also wanted to make the presentation as user-friendly as possible, allowing our adult learners to view the content at their convenience.”York’s professors and directors believed a multimedia online learning solution could address some of its growing pains while improving the quality of students’ education, but they needed a system that would not create additional work for the faculty. In fact, that caveat was stipulated in the faculty union contract. As a result, York assembled a research team to find an e-learning solution that: required little or no technical expertise or training; offered live and on-demand rich media via the internet; eliminated the need for costly and time-consuming postproduction, and delivered the highest return on investment in the shortest amount of time.The research team evaluated dozens of technologies and found many that met one or more of the criteria, but none that met all four requirements. Finally, after 2 years of searching, York University found one that did: Sonic Foundry’s Mediasite.Educators instantly began envisioning how the versatile Web communication solution could be incorporated into its teaching curriculum to most effectively reach its rapidly growing student body.“We uncovered immediately upon our purchase of Mediasite that having the right tools in place allowed educators to be more effective and reach a greater number of students, while at the same time relieving some of the pressure on our classrooms and parking lots,” said Parke.Mediasite’s presenter-friendly design meant that educators could continue to focus on teaching, instead of having to learn new multimedia technology or Webcasting software. They simply plug their notebook PCs into the system. There was no new software to load. No new skills to learn. No extra time required. No need to submit their slides ahead of time for encoding. Mediasite automates all the necessary processes—capturing, encoding, integration, streaming, and archiving of all the audio, video, and graphic content in real-time. Unlike other Web presentation systems that limit users to PowerPoint, Mediasite gives York professors the ability to use any teaching tool, such as document cameras, graphics tablets or smart boards, and maintain the high-resolution of their original instructional materials.For York University students, Mediasite means the convenience of easily accessing courses remotely anywhere, anytime using their Web browser. Now, more students can continue their education online as their schedules permit, reducing the problems associated with overcrowded classrooms and the headaches of commuting. Furthermore, Mediasite’s unique navigation capability lets students quickly preview the content of archived lectures by simply selecting a thumbnail.The university has seen spikes in on-demand usage just before exams, indicating students are using the archives to review course material. Both professors and students are giving rave reviews about their experience with Mediasite, illustrating the important role Mediasite has played in enhancing the educational experience at York.Given the results to date, York plans to expand its online learning program to a broader student population by offering audio and video podcasting to engage the mobile learner. The university is in the process of outfitting most of its new classrooms with robotically controlled cameras and state-of-the-art computer systems to make them more Web-enabled. “We have learned through our experience with Mediasite that a well-designed, content-rich presentation is vital to a successful distance education experience,” said Parke.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it