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Record W2620381075 · doi:10.1016/j.pepo.2017.05.006

Urazy głowy u dzieci – aktualne algorytmy diagnostyczno-lecznicze

2017· article· pl· W2620381075 on OpenAlex
Paulina Urban, Piotr Chądzyński, Kamila Saramak, Sergiusz Jóźwiak

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenuePediatria Polska · 2017
Typearticle
Languagepl
FieldMedicine
TopicTraumatic Brain Injury and Neurovascular Disturbances
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineGlasgow Coma ScaleConcussionHead traumaHead injuryEmergency departmentIntensive careAthletesPediatricsPoison controlInjury preventionEmergency medicineIntensive care medicinePhysical therapyAnesthesiaSurgeryPsychiatry

Abstract

fetched live from OpenAlex

Head injuries in children are a common cause of consultation in emergency department. Glasgow Coma Scale (GSC) and, in case of infants, modified Glasgow Coma Scale are widely used for the evaluation of symptoms severity and divide head trauma into mild, moderate and severe. Guidelines concerning preliminary approach to mild head injury are based on the risk factors of intracranial injury. Risk of injury assessment criteria proposed by Polish Association of Paediatric Surgeons indicate the best places of medical consultation. Several guidelines concerning utility of head computed tomography (PECARN − Paediatric Emergency Care Applied Research Network, CHALICE − Children's Head Injury Algorithm for the Prediction of Important Clinical Events, CATCH − Canadian Assessment of Tomography for Childhood Head Injury) as well as time of patient observation and repetition of computed tomography scan were proposed. Special attention should be directed towards young athletes; in their case Child SCAT3 (Sport Concussion Assessment Tool 3) and SCAT3 are recommended. The goal of medical care of children with severe head trauma is mainly to eliminate secondary injury. Patients often require intensive monitoring and treatment of hypoxia, hypotension, hyperthermia and increased intracranial pressure. The clinicians should bear in mind the co-occurrence of spine trauma and post-traumatic seizures. Presented guidelines not only could influence patient care, but also decrease medical expenses.

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)0.001
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.352
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.004

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 head0.039
GPT teacher head0.319
Teacher spread0.280 · 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