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From the Editor

2007· article· en· W4251075138 on OpenAlexaboutno aff
Nathaniel H. Mayer

Bibliographic record

VenueJournal of Head Trauma Rehabilitation · 2007
Typearticle
Languageen
FieldDecision Sciences
TopicEvaluation and Performance Assessment
Canadian institutionsnot available
Fundersnot available
KeywordsAudience measurementEvent (particle physics)Public policyPublic relationsPsychologyPolitical scienceHistoryLaw

Abstract

fetched live from OpenAlex

For our readers worldwide, especially in the United States, Jan Lexell, our issue editor, has brought together a series of international papers that make for an absorbing portrait of traumatic brain injury (TBI) rehabilitation in Europe and Canada. It is striking to what degree public policy has become involved in the development of recent TBI programs in nations such as Denmark, Sweden, and the Netherlands. To be sure, public policy is stimulated by consumers and their problems, and it is a reasonable expectation that local, regional, and national governments respond to the needs of their citizens. However, the degree of support for the continuum of TBI programs spanning acute stages through long-term community involvement is encouraging. It is good to see public policy perspectives driving the emergence of specialized TBI rehabilitation services, building in research and education components as well, for a condition that has been characterized for many years as a “silent epidemic.” Our readers will find much to think about and discuss as they read this issue. When the articles in this issue were under development, a newsworthy event, linked to the universe of disability and, in a real sense, happening beyond international boundaries, created a quick splash of news that is worth retelling to our readership. The event was most important to a specific person with very severe disability but is likely to have profound implications for large numbers of people with disabilities in the future. On April 26, 2007, astrophysicist Stephen Hawking, wheelchair bound for 4 decades, took a ride in a zero-gravity jet plane and experienced weightlessness. Hawking, a mathematics professor at the University of Cambridge, who has done groundbreaking work on the origins of the universe and the gravitational effects of black holes, has the disease amyotrophic lateral sclerosis, also known as Lou Gehrig's disease. Aboard the zero-gravity jet, he fulfilled a lifelong dream to contribute to first steps that, he hopes, will lead the human family, and perhaps, especially, its disabled branch, into space and what it has to offer. The special jet, taking off from Cape Canaveral, climbing to around 32,000 feet and making a parabolic dive back to 24,000 feet, allowed Professor Hawking to experience weightlessness for about 25 seconds. Symbolically and actually, Hawking became free of his wheelchair, tethered only to precautionary medical monitoring devices. In fact, one important aspect of this flight was to see how well his body could tolerate the gravitational forces that resulted when he left the earth's atmosphere. Both before and after weightlessness on a zero-gravity jet, passengers experience about 1.8g, causing their bodies to weigh almost twice what they do on earth (1g) as the aircraft climbs and then dives. Despite his frailty, Professor Hawking, a longtime space advocate, embraced the opportunity to experience the “ups and downs” of such a trip. Orbital treatment centers for disabled individuals with Lou Gehrig's disease, spinal cord injury, TBI, and other neurological and orthopedic conditions will likely be an integral part of future space development. On earth, many such persons require assistance of others for transfers, ambulation, activities of daily living, toileting, and the use of instrumental devices of daily living. All of these functions as well as many others could be handled more easily and, perhaps, with greater dignity for everyone if gravity were not a factor. The prospect of recovery of function after severe TBI in an environment that may be less physically challenging may excite us but may also give us a pause. Many challenges have confronted the normal physiologies of our astronauts when they have traveled in space. Much research will have to be done on the adaptive capabilities of individuals with disability before we can materialize the concept of orbital treatment centers. It is hoped, like today's emerging programs and perspectives described in this international issue, outer space, Ray Bradbury's “final frontier” may offer, in the world of tomorrow, new transnational opportunities for delivering services to the community of persons with disability including persons with TBI. Nathaniel H. Mayer, MD Editor

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.029
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: Editorial
Teacher disagreement score0.317
Threshold uncertainty score0.975

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.029
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0020.001
Scholarly communication0.0090.006
Open science0.0030.003
Research integrity0.0060.008
Insufficient payload (model declined to judge)0.3170.235

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 head0.116
GPT teacher head0.502
Teacher spread0.386 · 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 source (direct Gemma or distilled Codex), not a consensus.

Study designNot applicable
Domainnot available
GenreEditorial

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
Published2007
Admission routes1
Has abstractyes

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