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Record W6990713290

Efectivitat d'un protocol d'intervenció domiciliària (protocol GraMI) basat en imatge motora graduada en el tractament del dolor del membre fantasma en persones que han patit una amputació

2024· article· ca· W6990713290 on OpenAlex

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

VenueRIUVic · 2024
Typearticle
Languageca
FieldEngineering
TopicProsthetics and Rehabilitation Robotics
Canadian institutionsnot available
FundersUniversity of Victoria
KeywordsProtocol (science)Internet of ThingsAcute pain
DOInot available

Abstract

fetched live from OpenAlex

Actualment, es registra una elevada prevalença d'amputacions, principalment atribuïda al procés d'envelliment de la població i als accidents de trànsit, amb la previsió d'un augment en els pròxims anys. Després d'una amputació, el 64% de les persones experimenten dolor del membre fantasma, una sensació dolorosa o desagradable en la part del cos que ha estat amputada. Aquesta tesi doctoral presenta un protocol d'intervenció domiciliària, conegut com a protocol GraMI, dissenyat, desenvolupat i validat en base a l’evidència científica i clínica més recent. Aquest protocol permet que les persones realitzin la intervenció des del seu domicili mitjançant l'ús de tecnologies digitals, eliminant la necessitat de desplaçament. Els diferents estudis realitzats mostren que el protocol GraMI és efectiu en la reducció del dolor del membre fantasma en persones que han patit una amputació. A més, aquesta efectivitat es manté fins a dotze setmanes després de la intervenció.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Protocol · Consensus signal: Protocol
Teacher disagreement score0.595
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.001

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 head0.008
GPT teacher head0.294
Teacher spread0.286 · 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