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
This article is designed to inspire youth to pursue their dreams. Spoken from a first person narrative, Tonya-Leah Watts highlights her time at the Summer Mentorship Program (SMP) at the University of Toronto, her experience of being featured in a documentary series, and her research internship as a part of the Student Advancement Research (StAR) Program at the Hospital for Sick Children (SickKids). During her time at SMP in the summer of 2014, Tonya-Leah participated in various talks and activities that were designed to prepare her for post-secondary education. She also had the opportunity to shadow a dermatologist and write a review paper on type-2 diabetes mellitus among Aboriginal populations in Canada. Later that summer she was featured on a show called Dream Big in which she had another opportunity to shadow a dermatologist. The research skills that she acquired from SMP combined with her newly gained inspiration from the Dream Big experience helped her get a research internship at SickKids for the summer of 2015. During her time there, she learned various techniques and concepts while contributing to three studies at the hospital. The purpose of this article is to encourage youth to take control of their future.Cet article est conçu pour inspirer les jeunes à poursuivre leurs rêves. Écrit à la première personne, Tonya-Leah Watts souligne son temps à la Programme de mentorat d'été (SMP, Summer Mentorship Program) à l'Université de Toronto, son expérience d'être dans une série documentaire et son stage de recherche comme partie du Programme de recherche pour l'avancement des étudiants (StAR, Student Advancement Research Program) à l'Hôpital pour les enfants malades (SickKids, Hospital for Sick Children). Durant son temps à la SMP durant l'été 2014, Tonya-Leah a participé en diverses activités conçus pour la préparer pour l'éducation post-secondaire. Elle a aussi eu l'occasion de suivre un dermatologue et d'écrire une revue sur le diabète sucré de type II parmi les populations aborigènes au Canada. Plus tard cet été elle a été présentée sur une émission appelée Dream Big dans laquelle elle a eu une autre occasion de suivre un dermatologue. Les habiletés de recherche qu'elle a acquise de SMP, combiné avec son inspiration récemment acquise de l'expérience Dream Big, l'a aidé à obtenir un stage à SickKids pour l'été de 2015. Durant son temps à SickKids, elle a appris des diverses techniques et concepts tout en contribuant à trois études à l'hôpital. L'objet de cet article est d'encourager les jeunes de prendre contrôle de leur futur.
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 | 0.002 | 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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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