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Role of the physician in prehospital management of trauma: North American perspective

2002· article· en· W1981887790 on OpenAlexaboutno aff
Fernando Benitez, Paul E. Pepe

Bibliographic record

VenueCurrent Opinion in Critical Care · 2002
Typearticle
Languageen
FieldMedicine
TopicTrauma and Emergency Care Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineEmergency medical servicesMedical emergencyStatuteAdvanced life supportPsychological interventionFamily medicineNursingEmergency medicineCardiopulmonary resuscitation

Abstract

fetched live from OpenAlex

To some extent or another, physicians have been involved in emergency medical services (EMS) systems in North America for decades. Over the years, physicians from different specialties have been involved with EMS, occasionally as full-time or part-time employees of the EMS system but more often on a voluntary or small contractual basis. Regardless of the employment relationship, most states and provinces now require by statute that each EMS system, particularly those providing advanced life support (ALS) services, have a designated EMS medical director. However, in the United States and most of Canada, such physicians typically oversee EMS systems by acting as administrative medical supervisors, educators, mentors, and, in some cases, even as system managers. Throughout many European countries, the physician is the primary care provider for a large percentage of the serious prehospital medical emergencies. In contrast, throughout North America, basic emergency medical technicians (EMTs) and paramedics (specially trained ALS providers) serve as the EMS system medical director's surrogates. In this system of care, such physician surrogates provide almost all of the prehospital medical care interventions without any on-scene physician presence. Nevertheless, because of their medical supervisory requirements, by statute, North American medical directors generally are still accountable for patient care. Therefore, in many areas of the United States and Canada, the responsible physicians also respond to EMS scenes on a routine basis. They do so, both announced and unannounced, independently or with EMS personnel. In this capacity, they can serve as a direct patient care resource for the EMTs, paramedics, and the patients themselves. However, by becoming an intermittent participating member of the EMS team in the unique out-of-hospital setting, these on-scene physicians can help to better scrutinize the care rendered and thus more effectively modify applicable protocols and training as needed. Historically, such practices have helped many EMS systems-not only in terms of reforming traditional protocols but also by helping to establish improved medical care priorities and even system management changes that affect patient care. In addition, active participation helps the accountable EMS physician not only to identify weaknesses in personnel skills and system approaches, but it also provides an opportunity for role modeling, both medically and managerially.

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 score0.224
Threshold uncertainty score0.326

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 head0.074
GPT teacher head0.391
Teacher spread0.317 · 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

Citations40
Published2002
Admission routes1
Has abstractyes

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