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.
fundA Canadian funder is recorded on the work.
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.
VenueJournal of Tissue Engineering and Regenerative Medicine · 2014
Typearticle
Languageen
FieldMedicine
TopicTissue Engineering and Regenerative Medicine
Canadian institutionsnot available
FundersEuropean Regional Development FundJapan Science and Technology AgencyJapan Society for the Promotion of ScienceNational Health and Medical Research CouncilResearch Executive AgencyMedical Center, University of PittsburghNational Institutes of HealthAdvanced Materials and Bioengineering ResearchMIT PortugalBiotechnology and Biological Sciences Research CouncilBerlin-Brandenburger Centrum für Regenerative TherapienInterregRegione Emilia-RomagnaUniversität ZürichEuropean Science FoundationTürkiye Bilimsel ve Teknolojik Araştırma KurumuNational Research Foundation of KoreaConsejo Nacional de Ciencia y TecnologíaFonds Wetenschappelijk OnderzoekFundação para a Ciência e a TecnologiaRegione LiguriaCurtin University of TechnologyUniversità degli Studi di FirenzeFondazione CariploFP7 Food, Agriculture and Fisheries, BiotechnologyMinistry of Education, Culture, Sports, Science and TechnologyMinistry of Education, Science and TechnologyBundesministerium für Bildung und ForschungRussian Foundation for Basic ResearchCanadian Institutes of Health ResearchUniversity of SouthamptonMinistry of Knowledge EconomyIrish Research CouncilSchweizerischer Nationalfonds zur Förderung der Wissenschaftlichen ForschungNorth American Spine SocietyUniversity of GalwayAO FoundationEnterprise IrelandAuckland Medical Research FoundationVlaamse regeringNational Research Foundation SingaporeNational Institute for Health and Care ResearchNational Research FoundationNederlandse Organisatie voor Wetenschappelijk OnderzoekDeutsche ForschungsgemeinschaftMylanRosetrees TrustEngineering and Physical Sciences Research CouncilUniversità di BolognaKocaeli ÜniversitesiEuropean CommissionFraunhofer-GesellschaftWellcome TrustCancer Research UKTokyo Medical and Dental UniversityBayerische ForschungsstiftungUniversity of PittsburghNational University of IrelandAlexander S. Onassis Public Benefit FoundationFP7 Research Potential of Convergence RegionsCollege of Engineering and Informatics, National University of Ireland, GalwayUniverzita Karlova v PrazeFP7 Nanosciences, Nanotechnologies, Materials and new Production TechnologiesDeutsches KrebsforschungszentrumFP7 HealthCenter of Excellence in Regulatory Science and InnovationImperial College LondonScience Foundation IrelandNational Science FoundationNewcastle UniversityNovartisUniversidad de AntioquiaVertex Pharmaceuticals
KeywordsCitationComputer scienceLibrary scienceWorld Wide Web
Abstract
fetched live from OpenAlexResults: Human BM-MSCs showed neural-like morphological change without cell death under 2D and 3D cultures. It was due to forskolin and bFGF in the neural induction medium. However, the 3D-cultured cells formed more neurite-like outgrowth than the 2D-cultured cells.
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 imitationNot 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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.780
Threshold uncertainty score0.540
Codex and Gemma teacher scores by category
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.
Teacher spread0.274 · 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
