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
Master of Arts in Teaching Course offeringsUnless otherwise noted, each course is equivalent to 1 unit of credit.419 American Schools inside and out This course contrasts central issues of schooling as seen from the "outside" political domain and the "inside" experience of students.It addresses how the problems and potentials of schools can be examined in informed ways.This course is intended both for prospective teachers and for students interested in examining critically one of the key institutions that shape American society.Required for admission to the MAT program.Satisfies the Social Scientific Approaches core requirement. Multiple Perspectives on Classroom Teaching and LearningThis course focuses on the ways in which teachers view learning, instruction, classroom organization and motivation.Broad perspectives guide the analyses which include historical lenses and current literature on classroom reforms.Required for admission to the MAT program.613 School Practicum 0.5 unit This school-based field experience accompanies the elementary and secondary curriculum and instruction courses.MAT students observe and participate in elementary and/or secondary classroom teaching and learning experiences.614 introductory Professional issues 0.5 unit This seminar introduces a number of professional topics required for teacher certification.Topics such as appropriate handling of child abuse cases, teacher liability, collective bargaining and teacher contracts, professional conduct, AIDS, substance abuse, and gangs are presented by guest speakers with legal and social service backgrounds.Some sessions allow students to begin to plan their MAT projects for the following summer.615 Differentiation and Documentation of Learning Students focus on the continuous link among planning, instruction, and various forms of ongoing assessment.Students explore specific techniques for modifying instruction, various ways of documenting student growth, and using student artifacts as a source of assessment and shaping of instruction.
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 | 0.000 |
| 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 | 0.000 |
| 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