MétaCan
Menu
Back to cohort
Record W2172045595 · doi:10.1080/15265161003702865

Stem Cell Tourism and Doctors' Duties to Minors—A View From Canada

2010· article· en· W2172045595 on OpenAlexaffabout
Amy Zarzeczny, Timothy Caulfield

Bibliographic record

VenueThe American Journal of Bioethics · 2010
Typearticle
Languageen
FieldMedicine
TopicBiomedical Ethics and Regulation
Canadian institutionsInstitute of Health EconomicsUniversity of Alberta
Fundersnot available
KeywordsMedical tourismStem cellPerspective (graphical)TourismPhenomenonMinor (academic)The InternetPublic relationsPsychologyMedicineLawPolitical science

Abstract

fetched live from OpenAlex

While the clinical promise of much stem cell research remains largely theoretical, patients are nonetheless pursuing unproven stem cell therapies in jurisdictions around the world--a phenomenon referred to as "stem cell tourism." These treatments are generally advertised on a direct-to-consumer basis via the Internet. Research shows portrayals of stem cell medicine on such websites are overly optimistic and the claims made are unsubstantiated by published evidence. However, anecdotal evidence suggests that parents are pursuing these "treatments" for their children, despite potential physical and financial risk. Physicians are in a unique position as they can be expected to be involved in, or privy to, such decisions. In this paper, we consider what duties physicians may have toward minor patients whose parents/guardians wish to engage in stem cell tourism on their behalf. We use the Canadian perspective to address the broadly relevant issues raised by this trend.

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 imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.122
Threshold uncertainty score0.888

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0300.014
Scholarly communication0.0070.002
Open science0.0020.003
Research integrity0.0060.008
Insufficient payload (model declined to judge)0.0040.000

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 head0.019
GPT teacher head0.287
Teacher spread0.267 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreCommentary

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".

Quick stats

Citations63
Published2010
Admission routes2
Has abstractyes

Explore more

Same venueThe American Journal of BioethicsSame topicBiomedical Ethics and RegulationFrench-language works237,207