An Interactive Analytical Chemistry Summer Camp for Middle School Girls
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
An interactive chemistry outreach program designed specifically for middle school girls is described. The goal of this program is to expose girls to analytical chemistry in a way that will spark their interest in how it is studied, its role in modern scientific research, and some of the educational and career opportunities that this field has to offer. This objective is accomplished by providing the girls with a unique opportunity to conduct college-level scientific experiments adapted from the University of North Carolina at Chapel Hill undergraduate chemistry laboratories. Groups of 3–4 girls are paired with female chemistry graduate students who serve in both an instructional and mentoring capacity. The laboratory experiments are designed to promote the development of personal confidence, critical thinking, and the ability to function as a contributing member of a team, while expanding their knowledge of analytical chemistry. It is our belief that a memorable experience that involves active participation in exciting and challenging experiments, coupled with the development of mentoring relationships with enthusiastic female graduate students, has the potential to positively impact the future educational and career decisions of the girls who participate in this program.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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