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Record W1607883872

An Element of Hope: Radium and the Response to Cancer in Canada, 1900–1940

2006· article· en· W1607883872 on OpenAlex
Richard S. Stein

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

VenueEurope PMC (PubMed Central) · 2006
Typearticle
Languageen
FieldArts and Humanities
TopicMedical History and Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsRadiumRadium-223MedicineOptimismCancerCancer therapyFamily medicineProstate cancerInternal medicinePsychotherapistPsychologyNuclear physics
DOInot available

Abstract

fetched live from OpenAlex

The 1898 discovery of radium represented one of the monumental advances in medicine, and paved the way for the emergence of novel fields such as nuclear physics and cancer therapy. In his book An Element of Hope: Radium and the Response to Cancer in Canada, 1900–1940, Charles Hayter examines the development of cancer programs in Canada and concomitantly illustrates the hopes, disappointments and struggles that accompanied the use of radium in cancer treatment. His book depicts the compelling historical timeframe that witnessed the entry of radium into the medical establishment, a time characterized by renewed optimism in medicine and research, and describes how the use of radium was introduced on empirical grounds, not through experiment in the laboratory but through experience in the clinic. The hopes placed in this element in the early days are probably best illustrated by the words of a Montreal physician who stated that without radium, the world would be uninhabitable, and by the initial belief that radium was to cancer a magic bullet.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.559
Threshold uncertainty score0.987

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0010.000

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 head0.015
GPT teacher head0.201
Teacher spread0.187 · 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