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Physicians' Cancer Chemotherapy Drug Manual 2001

2002· article· en· W2001030403 on OpenAlex
Ellen F. Manzullo, Roger W. Anderson

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAnnals of Internal Medicine · 2002
Typearticle
Languageen
FieldMedicine
TopicCancer Treatment and Pharmacology
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineCancerFamily medicineCancer chemotherapyLibrary scienceOncologyInternal medicine

Abstract

fetched live from OpenAlex

Medical Writings: Book Notes19 February 2002Physicians' Cancer Chemotherapy Drug Manual 2001Ellen F. Manzullo, MD and Roger W. Anderson, DrPHEllen F. Manzullo, MDThe University of Texas M.D. Anderson Cancer Center, Houston, Texas.Search for more papers by this author and Roger W. Anderson, DrPHThe University of Texas M.D. Anderson Cancer Center, Houston, Texas.Search for more papers by this authorAuthor, Article, and Disclosure Informationhttps://doi.org/10.7326/0003-4819-136-4-200202190-00017 SectionsAboutFull TextPDF ToolsAdd to favoritesDownload CitationsTrack CitationsPermissions ShareFacebookTwitterLinkedInRedditEmail Chu E, DeVita VT. 584 pages. Sudbury, MA: Jones and Bartlett; 2001. $56.95. ISBN 0763714488. Order phone 800-832-0034.Field of medicine: Oncology.Format: Spiral-bound softcover book and CD-ROM.Audience: Oncologists and trainees in oncology, internists, family practitioners, and various health care professionals involved in the care of patients with cancer.Purpose: To provide a practical reference on chemotherapeutic and biological agents in current clinical use for patients with cancer.Content: The manual is divided into four chapters. Chapter 1 reviews the principles of chemotherapy that have been used in cancer drug development. Chapter 2 provides detailed monographs on individual chemotherapeutic ... Author, Article, and Disclosure InformationAffiliations: The University of Texas M.D. Anderson Cancer Center, Houston, Texas. PreviousarticleNextarticle Advertisement FiguresReferencesRelatedDetails Metrics 19 February 2002Volume 136, Issue 4Page: 340KeywordsCancer chemotherapyChemotherapeutic agentsClinical pharmacologyDrug interactionsDrugsPatientsPharmacokineticsSoftware toolsToxicityVomiting ePublished: 19 February 2002 Issue Published: 19 February 2002 Copyright & PermissionsCopyright © 2002 by American College of Physicians. All Rights Reserved.PDF downloadLoading ...

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.195
Threshold uncertainty score0.983

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0180.000

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.

Opus teacher head0.069
GPT teacher head0.417
Teacher spread0.348 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it