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Record W4387977778 · doi:10.1017/s1092852923004261

Sanquan education concept on the treatment of students’ recognition of functional cognitive impairment

2023· article· en· W4387977778 on OpenAlexaboutno aff
Tao Huang

Bibliographic record

VenueCNS Spectrums · 2023
Typearticle
Languageen
FieldPsychology
TopicMental Health Research Topics
Canadian institutionsnot available
FundersUniversity of Cambridge
KeywordsCognitionRating scaleCognitive impairmentScale (ratio)MedicineControl (management)PsychologyPsychiatryDevelopmental psychologyComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

Background Many schools have readjusted their teaching management strategies in order to implement the principle of “Sanquan education”, that is, whole-process education and all-round education. The purpose of this study is to understand the influence of Sanquan teaching concept on the identification of students with functional cognitive impairment. Subjects and Methods Patients with cognitive impairment in a school were selected as research objects and randomly divided into a control group and an experimental group. The control group received the traditional teaching management mode, while the experimental group implemented the new teaching management mode that fully implemented the three-in-one education policy. The Montreal Cognitive Assessment Scale was used for assessment and SPSS22.0 was used for statistical analysis. Results After 6 months of experiment, the control group’s cognitive rating scale score changed from 11 to 13 points, while the experimental group’s cognitive rating scale score changed from 12 to 26 points. In the experimental group, the symptoms of patients with functional cognitive impairment were significantly alleviated (P<0.05). The experimental results show that the introduction of the concept of Sanquan education into teaching management has a significant impact on students’ recognition of functional cognitive impairment. Conclusions The introduction of the “ Sanquan education” policy in school teaching management can have a positive impact on the identification of students with functional cognitive impairment, reduce the symptoms of patients, and provide a potential therapeutic method with research significance. The results of this study provide a reference for school management and treatment of mental illness.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
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)0.0020.000

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 head0.154
GPT teacher head0.457
Teacher spread0.303 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

Citations1
Published2023
Admission routes1
Has abstractyes

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