Bibliographic record
Abstract
Martha Speaks is a children's preschool flash-animated children's television series based on the 1992 children's book of the same name by Susan Meddaugh, [3] and debuted on September 1, 2008 on PBS Kids . The series was produced by WGBH Boston in collaboration with DHX Media Vancouver for the first four seasons and Oasis Animation for the final two seasons of the series. The series focuses mainly on synonyms , phonics , and vocabulary , with each episode featuring an underlying theme illustrated with a wide variety of keywords. The show also occasionally focuses on introducing children aged four to seven [4] to different concepts of science , history , astronomy and other learning concepts (from the Spanish language to passing mentions of it). [a] On July 6, 2009, the series was renewed for a second season, which premiered on September 14, 2009. On August 2, 2010, the series was renewed for another two seasons. [5] [6] The third season premiered on October 11, 2010 and the fourth season premiered on February 20, 2012. [7] On April 29, 2013, the series was renewed for an additional two seasons. The fifth season premiered on June 24, 2013 and the sixth season premiered on March 31, 2014. [8] On October 10, 2014, it was announced that the sixth season would be its last. The series finale aired on November 18, 2014.
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How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.069 | 0.026 |
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; both teacher heads agree on what is shown here.
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".