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Effect of Counselling Services on Parental Management of Children with Cerebral Palsy in Enugu State, Nigeria

2025· article· en· W4412055184 on OpenAlexvenueno aff
Vitalis Ugochukwu Eke, Stella Uchechukwu Okeke, Edet E. Okon, Margaret Uchenna Chukwura, Godwin Beshibeshebe Ushie, Emeka Samuel Nnaji, Odim Otu Offem, Bernard Atrogor Oko, Ann E. Dijeh, Agnes Lawrence Okute, Maria Bisong Onabe, Patricia Akwaya Olom, H. Dede, Musa Moses Egaga

Bibliographic record

VenueJournal of Intellectual Disability - Diagnosis and Treatment · 2025
Typearticle
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsnot available
Fundersnot available
KeywordsCerebral palsyMedicineState (computer science)PsychologyFamily medicinePediatricsPhysical therapyComputer science

Abstract

fetched live from OpenAlex

Background: Cerebral palsy (CP) is a neurological disorder affecting movement, muscle tone, and posture. It is often caused by damage to the developing brain, usually before, during, or shortly after birth. The condition can have a significant emotional, physical, financial, and social impact on parents. This study investigated the effect of counseling services on the parental management of children with CP in Enugu State. Methods: A pre-test and post-test quasi-experimental design was adopted. A validated self-developed Parent of Cerebral Palsy Management Self-Report Scale (PCPMSS, r-0.78) was used for data collection. The Counseling Treatment Package (CTP) was used as the intervention in the study. Parents of children with Cerebral palsy were exposed to eight weeks of counseling sessions. The data collected were statistically analyzed using a pairwise t-test to measure the effectiveness of the intervention. One sample t-test was also used to test self-report intervention effectiveness and satisfaction with the intervention. Results: The results indicate that parents exposed to family counseling improved significantly in handling family-oriented challenges. Counseling intervention improved the emotional stability of parents of children with CP. Conclusion: It was recommended, among other things, that counseling services and other evidence-based interventions be provided for parents of children with CP to equip them with relevant coping skills and resources needed to support their children’s development.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.021
Threshold uncertainty score0.043

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.017
GPT teacher head0.331
Teacher spread0.314 · 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 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".

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Citations1
Published2025
Admission routes1
Has abstractyes

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Same venueJournal of Intellectual Disability - Diagnosis and TreatmentSame topicFamily and Disability Support ResearchFrench-language works237,207