Flumazenil challenge in social phobia
Bibliographic record
Abstract
The benzodiazepine antagonist, flumazenil, can provoke panic attacks in some panic disorder patients. It has been predicted that panic responses to flumazenil may be associated with situational fear. Patients with social phobia frequently experience situational anxiety and panic attacks. The current study tested whether flumazenil induces panic in patients with social phobia. Fourteen patients with social phobia (DSM-III-R) and 14 age- and sex-matched controls were tested in a single session, double blind crossover challenge design, using intravenous flumazenil 2 mg/20 ml or matched placebo infusions 1 hour apart. Panic attacks occurred during flumazenil challenge in 2/14 subjects with social phobia. The rate of panic attacks and the severity of panic symptoms following flumazenil were not significantly greater in patients than in controls. Situational fears that are provoked by social cues therefore do not predict panic responses to flumazenil.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".