Interactions between behavior function and psychotropic medication
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
We reanalyzed published studies that reported functional analyses conducted in the presence and absence of medication. In Analysis 1, we assessed the overall effect of psychotropic medication on problem behavior. Medication had a reductive effect in 29 of the 37 sets of functional analyses reviewed. The magnitude of the effect was associated with the baseline level of responding according to a rate-dependency function. Analysis 2 examined medication-induced changes in behavior function. The introduction of medication was followed by the emergence of a new function (1), a change in functions (1), the subtraction of one function in multiply controlled problem behavior (2), and near-zero levels of responding (6). Thus, in 4 of 37 cases reviewed, medication may have induced function-specific changes in problem behavior. We discuss the implications of these findings for a closer collaboration between behavior analysts and prescribing professionals in the treatment of problem behavior.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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