The pathogenesis of anxiety syndromes in the concepts of Jaak Panksepp and Joseph LeDoux: implications for pharmacotherapy and psychotherapy
Bibliographic record
Abstract
AMA Murawiec S, Danel J. The pathogenesis of anxiety syndromes in the concepts of Jaak Panksepp and Joseph LeDoux: implications for pharmacotherapy and psychotherapy. Pharmacotherapy in Psychiatry and Neurology/Farmakoterapia w Psychiatrii i Neurologii. 2023;39(1):65-78. doi:10.5114/fpn.2023.127422. APA Murawiec, S., & Danel, J. (2023). The pathogenesis of anxiety syndromes in the concepts of Jaak Panksepp and Joseph LeDoux: implications for pharmacotherapy and psychotherapy. Pharmacotherapy in Psychiatry and Neurology/Farmakoterapia w Psychiatrii i Neurologii, 39(1), 65-78. https://doi.org/10.5114/fpn.2023.127422 Chicago Murawiec, Sławomir, and Justyna Danel. 2023. "The pathogenesis of anxiety syndromes in the concepts of Jaak Panksepp and Joseph LeDoux: implications for pharmacotherapy and psychotherapy". Pharmacotherapy in Psychiatry and Neurology/Farmakoterapia w Psychiatrii i Neurologii 39 (1): 65-78. doi:10.5114/fpn.2023.127422. Harvard Murawiec, S., and Danel, J. (2023). The pathogenesis of anxiety syndromes in the concepts of Jaak Panksepp and Joseph LeDoux: implications for pharmacotherapy and psychotherapy. Pharmacotherapy in Psychiatry and Neurology/Farmakoterapia w Psychiatrii i Neurologii, 39(1), pp.65-78. https://doi.org/10.5114/fpn.2023.127422 MLA Murawiec, Sławomir et al. "The pathogenesis of anxiety syndromes in the concepts of Jaak Panksepp and Joseph LeDoux: implications for pharmacotherapy and psychotherapy." Pharmacotherapy in Psychiatry and Neurology/Farmakoterapia w Psychiatrii i Neurologii, vol. 39, no. 1, 2023, pp. 65-78. doi:10.5114/fpn.2023.127422. Vancouver Murawiec S, Danel J. The pathogenesis of anxiety syndromes in the concepts of Jaak Panksepp and Joseph LeDoux: implications for pharmacotherapy and psychotherapy. Pharmacotherapy in Psychiatry and Neurology/Farmakoterapia w Psychiatrii i Neurologii. 2023;39(1):65-78. doi:10.5114/fpn.2023.127422.
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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 | 0.005 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.013 |
| Scholarly communication | 0.003 | 0.006 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.004 | 0.012 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".