Book Review: Psychopharmacology: The Prescriber's Guide: Stahl's Essential Psychopharmacology. Fourth Edition
Bibliographic record
Abstract
The Prescriber's Guide provides relevant and clinically informed, evidence-based information guidance to support clinicians in the rational prescribing of psychopharmacological medications.The fourth edition has included coverage of 13 brand new medications, including antidepressants, antipsychotics, hypnotics, nonstimulants for attention-deficit hyperactivity disorder, and medical foods, and has updated information on the newest indication, new formulations, new recommendations, and new safety data.The book adopts the same successful format as in the previous edition, which proved to be concise, practical, and conveys what the practitioners need to know about any specific psychopharmacological agent.The book includes information about 120 medications that cover the broad spectrum of available armamentarium of psychopharmacological agents.Each medication is broken down into 5 sections, designated by a unique colour background, and includes: therapeutics, side effects, dosing and use, special populations, and the art of psychopharmacology.Under therapeutics, the class of drug, what is commonly prescribed and approved by the US Food and Drug Administration, how the drug works, how long it takes to work, what to do if it works or it does not work, the best augmenting combinations for partial response or treatment resistance, and the tests that (if any) are required; all are valuable information for the practising clinician.Similarly, the information given about side effects, dosing, and use, particularly the use in special populations, can prove to be indispensible and certainly broadens the practical base knowledge.This book gives useful information about treating the elderly, children, Somatization Medically Unexplained Symptoms, Somatisation and Bodily Distress: Developing Better Clinical Services
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.087 | 0.074 |
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".