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Record W2140440539 · doi:10.1177/0009922807300420

Current Trends in the Management of Common Painful Conditions of Preschool Children in United States Pediatric Emergency Departments

2007· article· en· W2140440539 on OpenAlex
Abu N.G.A. Khan, Sunil Kumar Sachdeva

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.

Bibliographic record

VenueClinical Pediatrics · 2007
Typearticle
Languageen
FieldMedicine
TopicPediatric Pain Management Techniques
Canadian institutionsnot available
FundersCanadian Association of Emergency Physicians
KeywordsMedicineVenipuncturePediatric emergency medicinePain managementIncision and drainageEmergency medicineAbdominal painKetamineEmergency departmentAnesthesiaSurgeryAbscessEmergency physician

Abstract

fetched live from OpenAlex

Trends in pain management practice by Pediatric Emergency Medicine fellows in the United States were described and analyzed. Self-administered surveys on pain management practices conducted among Pediatric Emergency Medicine fellows at the national Pediatric Emergency Medicine fellows' annual conference in 1996 and 2004 were compared. In comparison to the 1996 survey, the 2004 survey noted a significant increase in narcotics use for headache (6% versus 12%; P = .001), abdominal pain (4% versus 50%; P = .001), and burn patients (46% versus 68%; P = .001). There was also an increase in reported use of topical/ local anesthetics for venipuncture (6% versus 18%, P = .001) and lumbar puncture (49% versus 80%; P = .001), and ketamine for repairing lacerations (16% versus 56%; P = .001), incision and drainage (12% versus 58%; P = .001), and reduction of fractures (38% versus 79%; P = .001). The reported use of pain medication use by Pediatric Emergency Medicine fellows increased during the study period.

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)0.005
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 score0.026
Threshold uncertainty score0.799

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.004
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.041
GPT teacher head0.409
Teacher spread0.368 · 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