The Story of ECT: Behind the Scenes of a Controversial yet Effective Treatment
Bibliographic record
Abstract
<p class="p1">Electroconvulsive therapy (ECT) has been around since the 1930’s, yet it is still associated with passionate controversy. A large contributing factor to the current perception of ECT include the negative and grossly inaccurate portrayals in various forms of media. Through a literature review, the mechanisms, safety, efficacy, and side effects of the therapy are presented in a graphic narrative. Using both words and art to present a more accurate and holistic depiction of ECT, it was decided to use this visual medium so that the information could be accessed by a wide range of readers and counter incorrect depictions. In particular, this narrative could be read by individuals who are interested in learning more about ECT or are considering the treatment, allowing this comic to be a tool to help others make informed decisions. The findings from the review suggest that while the mechanism of action has still yet to be elucidated for ECT, it is an effective treatment in certain severe psychiatric illnesses. Specifically, it can improve symptoms and the quality of life of patients, especially for those who may be resistant to pharmacotherapy.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".