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
A questionnaire regarding medication preferences for major categories of psychiatric disorders was sent to 1,059 psychiatric drug investigators in 53 countries. 264 questionnaires were returned, of which 165 were appropriate for this survey. A total of 87 different psychotropic drugs were selected. Chlorpromazine was the medication most frequently cited in the treatment of schizophrenia. Amitriptyline and imipramine together accounted for the vast majority of medication chosen for all varieties of depression. In the treatment of mania, chlorpromazine was chosen by almost one-third of our sample, lithium by only one-fifth. Chlordiazepoxide and diazepam were equally preferred in the treatment of alcoholism. Most psychiatrists preferred not to use any psychotropic medications consistently in treating patients with organic brain syndromes. The implications of this study are discussed and compared uith similar studies in more limited geographical regions and in children.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 | 0.000 |
| 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 it