MétaCan
Menu
Back to cohort

Interlaboratory assessment of a novel colony‐forming unit assay: a multicenter study by the cellular team of Biomedical Excellence for Safer Transfusion (BEST) collaborative

2011· article· en· W2038119277 on OpenAlexaff
Maria Nawrot, David H. McKenna, Darin Sumstad, John D. McMannis, Zbigniew M. Szczepiorkowski, Helen Belfield, Elke Grassman, Toni Temples, Deanna Nielsen, Ning Yuan, Bert Wognum, Jo‐Anna Reems

Bibliographic record

VenueTransfusion · 2011
Typearticle
Languageen
FieldMedicine
TopicBlood transfusion and management
Canadian institutionsStemcell Technologies
Fundersnot available
KeywordsColony-forming unitCoefficient of variationInoculationProgenitor cellAndrologyBiologyMedicineAnimal scienceChemistryImmunologyChromatographyStem cell

Abstract

fetched live from OpenAlex

BACKGROUND: Interlaboratory scoring performances were determined using a traditional 14-day colony-forming unit (CFU) assay and a new 7-day CFU assay. STUDY DESIGN AND METHODS: Digital images of colonies were utilized to train personnel at each site. A central laboratory inoculated methylcellulose with progenitors and sent the samples by overnight courier to participating labs for plating. RESULTS: Colony counts from two digital images showed greater variability by novice counters (coefficients of variation [CV], 18.5 and 23.0%; n = 8) than for experienced staff (CV, 7.3 and 4.8%; n = 5). CFU assays plated immediately, 24 and 48 hours after methylcellulose inoculation displayed 39.5 CFU, 37.1 ± 10.6 (CV, 28%) and 34.8 ± 8.5 (CV, 24%) colonies for the 7-day assay and 39.5 CFU, 39.1 ± 9.9 (CV, 25%) and 37.1 ± 10.6 (CV, 28%) colonies for the 14-day assay, respectively. Overall, no significant differences in colony counts were noted between assays (p = 0.68). Also, no differences in CFU counts were seen when assays were set up immediately, 24 and 48 hours after methylcellulose inoculation (14-day p = 0.695; 7-day p = 0.632). CONCLUSION: Total CFUs obtained in 7- and 14-day CFU assays are comparable and show similar levels of interlaboratory variability. The major source of this variability is due to differences in how CFU plates are scored by individuals at different sites. UCB progenitor cells can be maintained in methylcellulose-based media at room temperature for up to 48 hours prior to transport without a significant loss in CFUs.

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)0.001
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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.316
Threshold uncertainty score0.849

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.035
GPT teacher head0.309
Teacher spread0.273 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
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

Citations10
Published2011
Admission routes1
Has abstractyes

Explore more

Same venueTransfusionSame topicBlood transfusion and managementFrench-language works237,207