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Record W7037550107

The effects of the Interactive Metronome℗ʼ as an intervention tool on decreasing levels of aggression and improving life satisfaction with mild traumatic brain injury and post- traumatic stress disorder clients: a pilot study of protocols

2011· other· en· W7037550107 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.

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

VenueNC Digital Online Collection of Knowledge and Scholarship (The University of North Carolina at Greensboro) · 2011
Typeother
Languageen
FieldMaterials Science
TopicMachine Learning in Materials Science
Canadian institutionsnot available
Fundersnot available
KeywordsTraumatic brain injuryAggressionIntervention (counseling)Traumatic stressOccupational safety and healthInjury preventionLife satisfaction
DOInot available

Abstract

fetched live from OpenAlex

Director of Thesis: Dr. Leonard Trujillo Major Department: Occupational Therapy The purpose of this study was to validate the protocols created for the Interactive Metronome® (IM®) and TRX® Suspension Training (TRX®) system for use with clients diagnosed with mild Traumatic Brain Injury (mTBI) and Post-Traumatic Stress Disorder (PTSD). Protocols were established matching IM® routines in conjunction with TRX® exercise routines. These were then validated on two healthy male and two healthy female participants. The data collected was collected using the IM® Long Form and Short Form Assessments the Nine Hole Peg Test the Canadian Occupational Performance Model and a version of the Overt Aggression Scale. Percentages of change were then compared between instruments and individuals for positive efforts gained along with additional statistical analyses conducted. Data analysis indicated the use of the IM® in conjunction with the physical challenge of the TRX® provide a positive change maintaining or lowering aggression levels and increasing life satisfaction. The IM® protocols created paired with the TRX® were effective instruments used for creating a change in healthy participants. Occupational therapists will be able to benefit from the information collected and use it towards bettering the lives of those with mild TBI and PTSD. Future research with this intervention should anticipate favorable outcomes with mild TBI and PTSD cases.

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)0.001
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 score0.992

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
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 head0.022
GPT teacher head0.280
Teacher spread0.258 · 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