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Record W4411373016 · doi:10.31579/2694-0248/075

Unconditioned Reflexes Are the Basis of a Self-Regulating System, the Structure of the Musculoskeletal Frame of the Body

2024· article· en· W4411373016 on OpenAlexaff
Gusyev Valentyn

Bibliographic record

VenueClinical Orthopaedics and Trauma Care · 2024
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMyofascial pain diagnosis and treatment
Canadian institutionsPedorthic Research Foundation of Canada
Fundersnot available
KeywordsReflexFrame (networking)Basis (linear algebra)Physical medicine and rehabilitationMedicineAnatomyEngineeringAnesthesiaMechanical engineeringMathematicsGeometry

Abstract

fetched live from OpenAlex

Unconditioned reflexes are the main form of activity of the nervous system, which, regardless of our consciousness, reacts to external stimuli, coordinating the stable position of the body, the movement of fluid media, and the vital processes of the body. Reflex activity is formed in the spinal cord and cerebellum, controlled by the cerebral cortex. Analyzing the scheme of such an impact, it is clear that the executive element in it is the muscles. Despite the fact that the musculoskeletal frame makes up more than 75% of the body weight, that it is the engine of lymph and blood in the body, medicine does not understand the importance of muscles in the life of the body.

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 score0.047
Threshold uncertainty score0.229

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
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 head0.009
GPT teacher head0.296
Teacher spread0.287 · 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

Citations0
Published2024
Admission routes1
Has abstractyes

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