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
How can a district administrator ensure that shared responsibility for students' literacy development during the transition to the Common Core State Standards is happening at their site and in their district?In this 75-minute webinar, participants hear from a panel of experts who have led systematic instructional change in school districts across America and Canada.These experts get specific about how administrators and teachers can work together in a coherent system that establishes a culture of continuous improvement leading to improved student academic achievement.Who Will BenefitDistrict administrators and teachersWhat You LearnHow to use literacy as the tool to improve student achievementWhat teacher professional learning is most effective for instruction while also implementing Common Core State StandardsHow to create a coherent system of change that builds ownership by all and uses continuous improvement as its guideHow the work from the district office (e.g., Local Control and Accountability Plans (LCAP)/strategic plan) reaches the classroom and supports improvement
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.054 | 0.101 |
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