The consequences of different "lapses" on relapse to heroin seeking in rats.
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
Although human studies have shown that a lapse, the first violation of abstinence, often induces resumption of drug taking, or relapse, it is not known what aspect of a lapse is critical to relapse or whether this phenomenon can be studied in other species. Rats were trained to self-administer heroin accompanied by a discrete light stimulus. After extinction, different groups experienced different "lapses." Twenty-four hours later, all groups received a test for relapse. It was found that a lapse during which heroin was self-administered, or was presented in close temporal contiguity with lever pressing, induced subsequent heroin seeking. Simple exposure to heroin, or to heroin-related stimuli, during the lapse had little effect on responding in the test for relapse.
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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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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