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Record W4230739483 · doi:10.1002/ppul.22679

Program and Papers

2012· article· en· W4230739483 on OpenAlexfundno aff
J.P. Clancy, Lindsey Reno, Frank Members, Lela Camellia Cynthia, Nancy Adams, P Alarie, J Robert, R Debbie Benitez, Michael Boyle, W. M. Preston, Márcia André, C Richard, Lloyd C Mitchell, Benjamin Mary, Raymond Dwight, Michael P. Gardner, Cynthia George, B William, B Guggino, William John, Charles Hazle, K G Peters Sandra, R Hurban, Elizabeth Joseloff, Whinston Michael, Duncan Q.M. Craig, Amanda Rodrigues Ganassin, R Leonard, Jeffrey St. John, Christopher G. Bruce, Jan M. Peter, Michael A Christopher, Jules Raymond, Lorena Alexandra, M M Steven, Ronald C. Rubenstein, A Kathryn, M Sabadosa, Jane Sarah, KJ Pradeep, Hélène Richard, S Bonnie, K Marci, J Hilton Eric, Erin Th, Jeff Rey, J Wine, Abbo Abbo, Philips Respironics, Respinnovation Respirtech

Bibliographic record

VenuePediatric Pulmonology · 2012
Typearticle
Languageen
FieldMedicine
TopicCystic Fibrosis Research Advances
Canadian institutionsnot available
FundersCanadian Nuclear Safety Commission
KeywordsCitationLibrary scienceMedicineConventionComputer scienceLawPolitical science

Abstract

fetched live from OpenAlex

Th e NACFC is the largest gathering of cystic fi brosis professionals in the world and provides superior continuing medical education and a multidisciplinary approach to the advancement of CF research, treatments and care. products and services. Educational topics include: strategies to reverse the basic defect of CF; environmental contributors to early CF lung disease; preliminary program guide. Th e fi nal conference details, including session information and locations, will be provided in the Final Program, which will be distributed onsite.

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)0.000
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.190
Threshold uncertainty score0.278

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.014
GPT teacher head0.320
Teacher spread0.306 · 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 designObservational
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

Citations0
Published2012
Admission routes1
Has abstractyes

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