Four Year Biomedical Engineering Design At The Milwaukee School Of Engineering
Bibliographic record
Abstract
A unique feature of the design process at MSOE is the Biomedical Engineering "senior design project" that begins in term two of the freshman year.Each student must apply to become a member of a particular team and most students will stay in that design team.During the next ten quarters, the students are expected to apply course material pertinent to their engineering project and present that application to their design advisor within two weeks of completion of each quarter.In the second quarter of the junior year, each team presents their final project specifications to the faculty, students and invited guests.In the spring quarter of the junior, each design team begins work on subsystem design specifications.These specifications are then refined into design specifications and a prototype during the senior year.This process culminates in a design show in which the products and design are judged.Continual and progressive assessment of a student's progress is crucial to the success of the design team.The team's faculty advisor uses clearly defined "Engineering Design Policies and Procedures," regularly scheduled meetings with the team, scheduled formal and informal oral reports, a formal feasibility study, and the students' continuous use of an engineering logbook to perform this assessment.The fourth group of students is completing this design sequence in May of 1999.The resulting senior engineering design projects have been highly successful because of the continual assessment of the teams' performance by their individual faculty advisor and the BE program faculty.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.106 | 0.024 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".