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Record W2037238429 · doi:10.4155/bio.12.213

Conference Report: 6Th Gcc Focus on Lba: Critical Reagents, Positive Controls And Reference Standards; Specificity For Endogenous Compounds; Biomarkers; Biosimilars

2012· article· en· W2037238429 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueBioanalysis · 2012
Typearticle
Languageen
FieldImmunology and Microbiology
TopicBiosimilars and Bioanalytical Methods
Canadian institutionsCouncil of Ontario Universities
Fundersnot available
KeywordsBiosimilarBioanalysisGuidelinePolitical scienceAgency (philosophy)PharmacologyMedicineChemistryInternal medicineChromatographyPathology

Abstract

fetched live from OpenAlex

The 6th Global CRO Council for Bioanalysis (GCC) Closed Forum was held on 27 March 2012 in San Antonio, TX, USA, the day before the start of the 6th Workshop on Recent Issues in Bioanalysis. The attendance consisted of 45 bioanalytical CRO senior-level representatives on behalf of 37 CRO companies/sites from six countries. In addition to following up on the issue of co-administered drugs stability and on recommendations regarding the European Medicines Agency guideline, this GCC Closed Forum discussed topics of current interest in the bioanalytical field with focus on ligand-binding assays, such as lot changes for critical reagents, positive controls and reference standards, specificity for endogenous compounds, qualification and validation of biomarker assays, approach for biosimilars and criteria for LC–MS assays of small versus large molecules.

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 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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
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 score0.753
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.000
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 head0.074
GPT teacher head0.337
Teacher spread0.262 · 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