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Offering to Return Results to Research Participants: Attitudes and Needs of Principal Investigators in the Children's Oncology Group

2003· article· en· W2037516548 on OpenAlexaff
Conrad V. Fernandez, Eric Kodish, Susan B. Shurin, Charles Weijer

Bibliographic record

VenueJournal of Pediatric Hematology/Oncology · 2003
Typearticle
Languageen
FieldMedicine
TopicEthics in Clinical Research
Canadian institutionsDalhousie UniversityIzaak Walton Killam Health Centre
Fundersnot available
KeywordsMedicineDemographicsPrincipal (computer security)Task (project management)The InternetMedical educationPediatric oncologyFamily medicineInstitutionInternal medicineManagementCancer

Abstract

fetched live from OpenAlex

PURPOSE: The offer to return a summary of results to participants after the conclusion of clinical research has many potential benefits. The authors determined current practice and attitudes and needs of researchers in establishing programs to return results to research participants. METHODS: An Internet survey of all 236 principal investigators (PIs) of the Children's Oncology Group in May 2002 recorded PI and institutional demographics, current practice, and perceived barriers to and needs of PIs for the creation of research results programs. RESULTS: One hundred fifty (63.8%) PIs responded. Few institutions (n = 5) had established, comprehensive programs to offer the return of results. PIs indicated that major impediments to the implementation of such programs are the preparation of lay summaries, time constraints, the task of contacting participants, and potential distress for the participants. PIs identified the following facilitators to the establishment of a program in their own institution: lay summaries, web site, preparation of an oncologist's summary, and financial credits. There was no clear consensus as to when the results should be shared: 30% indicated after the study was closed and 24% indicated at the time of publication of results. A substantial proportion of respondents opposed or strongly opposed the implementation of a universal offering of results to research participants. CONCLUSIONS: Few Children's Oncology Group institutions have programs that offer the return of results to research participants. Significant barriers and facilitators to this process have been identified.

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)0.093
metaresearch head score (Gemma)0.192
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Research integrity
Consensus categoriesnone
DomainCandidate signal: Methods · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.997
Threshold uncertainty score0.493

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0930.192
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0050.004
Scholarly communication0.0050.004
Open science0.0020.005
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0030.001

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 head0.412
GPT teacher head0.570
Teacher spread0.158 · 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.

Study designObservational
DomainMethods
GenreEmpirical

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

Citations77
Published2003
Admission routes1
Has abstractyes

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