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Record W2883213186 · doi:10.1002/sctm.18-0066

Regenerative Medicine in the State of Florida: Letter Outlining the Florida Organization for Regenerative Medicine

2018· letter· en· W2883213186 on OpenAlexaboutno aff
Charles J. Bruce, Guojun Bu, John M. Centanni, Mary Dabney Davis, Jon Dobson, Joshua M. Hare, Gregg Fields, Richard Jove, Norma S. Kenyon, Aisha Khan, Keith L. March, Sandro Matosevic, Ayesha Mahmood, Carl J. Pepine, Camillo Ricordi, Shane A. Shapiro, Claudia Zylberberg, Ezequiel Zylberberg

Bibliographic record

VenueStem Cells Translational Medicine · 2018
Typeletter
Languageen
FieldMedicine
TopicBiomedical Ethics and Regulation
Canadian institutionsnot available
FundersInstituto de Sistemas Complejos de IngenieríaUniversidad del AtlánticoFlorida Atlantic UniversityNova Southeastern UniversityUniversity of FloridaUniversity of Miami
KeywordsRegenerative medicineState (computer science)MedicineBiologyStem cellComputer scienceGenetics

Abstract

fetched live from OpenAlex

Advances in regenerative medicine are generating transformative solutions to many of today's incurable medical conditions.These advances have resulted from interdisciplinary efforts across the biological sciences, medicine, and engineering, changes in the regulatory environment-including the passage of the 21st Century Cures Act-and ongoing efforts to drive industry standardization.Increasingly, these advances have been catalyzed by regional initiatives around the U.S. and the world aimed at expediting the discovery, translation, and commercialization of transformative treatments.The proliferation of new models like the Centre for Commercialization of Regenerative Medicine (CCRM) in Canada, the California Institute for Regenerative Medicine (CIRM), and the Advanced Regenerative Manufacturing Institute (ARMI) in New Hampshire, among others, has inspired the creation of the Florida Organization for Regenerative Medicine (FORM), a nonprofit organization with a mission to facilitate translational research, commercialization, education, and therapeutic validation in the area of regenerative medicine with the ultimate aim of improving patient outcomes, creating high-quality jobs, and accelerating innovation through collaboration in the State of Florida and beyond.FORM is comprised of multiple strong and complementary clinical and research groups within Florida, including (from North to South) the Mayo Clinic's Center for Regenerative Medicine;

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 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)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.214
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0010.002
Science and technology studies0.0000.006
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.002
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 head0.045
GPT teacher head0.295
Teacher spread0.249 · 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 teacher head, not a consensus.

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

Citations0
Published2018
Admission routes1
Has abstractyes

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