Bibliographic record
Abstract
Clinical Anesthesia Practice, 2nd Edition Kirby RR, Gravenstein N, Lobato E, Gravenstein JS, editors. Philadelphia: WB Saunders, 2002. ISBN 0-2716-8566-8. 1704 pp, $125.00. In the preface the editors raise the question “why should this book be published?” and acknowledge that it is not encyclopedic. Nevertheless, in 10 sections ranging from “Safer Practice” through “Tools of the Trade” to “Transplantation” and divided into 76 chapters, considerable practical clinical material is presented. The four editors and the 28 authors are from the University of Florida, but the remaining 82 authors represent many institutions, including international contributions from Australia, Canada, Israel, and the United Kingdom. The format employed is unique in that each chapter starts by listing a series of pertinent questions, ranging from 6 (“Critical Incident Management”) to 94 (“Abdominal Surgery”). The questions range from “Why does [the abdominal wall] get tight?” to “What is a ‘snorkel’?” In many chapters, initial questions address “What…?” and later ones address the very important “Why…?” The questions are then answered, depending on their complexity, succinctly in a short paragraph or in an extensive discussion in a series of paragraphs as necessary. The text is well supported with figures, diagrams, tables, and a 93-page index. Although the writing is uniformly good, there is considerable variation in the depth of coverage, which explains the nonencyclopedic comment in the preface. The 44 pages and 84 questions on “Post Anesthesia Recovery” provide a comprehensive review of the subject as does the six-page, six-question review of the “Critical Incident Management.” In contrast the 12 pages and 6 questions on cardiology consultation appear terse. At the other extreme the 14 pages and 18 questions on the “Anesthesia Record” may provide more information than most desire. The failure to list postobstructive pulmonary edema (formerly called negative pressure pulmonary edema) as a cause of noncardiogenic pulmonary edema is a surprising omission in an anesthesia text (page 216). The inclusion of both defense and plaintiff lawyers’ perspective in the chapter on “Medicolegal Issues and Concerns,” somewhat analogous to a Pro-Con debate on some newspaper editorial pages and/or society newsletters, provided a new perspective for this reviewer on this issue. Who should consult this text? Although every clinical anesthesiologist would benefit from its availability, the question-and-answer format may make it especially helpful to candidates preparing for the Board examination, especially the oral portion. Norig Ellison Department of Anesthesia, University of Pennsylvania, Philadelphia, PA
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.
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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.180 | 0.152 |
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".