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Record W4315780649 · doi:10.1177/11786329221147270

Impacts of COVID-19 on Neuropsychomotor Development From the Perspective of the International Classification of Functioning, Disability and Health in a Case Series of Children Aged 4 to 24 Months Assessed in Land and Aquatic Settings

2023· article· en· W4315780649 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

VenueHealth Services Insights · 2023
Typearticle
Languageen
FieldMedicine
TopicInfant Development and Preterm Care
Canadian institutionsnot available
Fundersnot available
KeywordsPandemicBiopsychosocial modelPsychologyMedicineDevelopmental psychologyCoronavirus disease 2019 (COVID-19)PediatricsPsychiatryDisease

Abstract

fetched live from OpenAlex

Mitigation measures the pandemic caused by the coronavirus disease 2019 (COVID-19) can change neuropsychomotor development (NPMD), diminishing adaptation, learning, and physical and cognitive development skills. Biopsychosocial screening in this scenario requires specific physical therapy assessment for each intervention setting, with validated scales. Hence, the objective of this study was to analyze the consequences of the COVID-19 pandemic on NPMD based on a case series in 4-to-24-month-old children assessed on land and in water. Case series descriptive study, based on physical therapy assessments with the Alberta Infant Motor Scale (AIMS), Developmental Screening Test (Denver II), and Adaptation of the Aquatic Functional Assessment Scale for Babies (AFAS-BABY © ). AIMS classified 8 children as typical NPMD and 5 as suspect NPMD, while Denver II classified 10 children as typical NPMD, 3 as questionable NPMD, and 2 as delayed NPMD. AFAS-BABY © created a qualitative profile, relating it to the land assessments. Thus, the consequences of the COVID-19 pandemic on NPMD were analyzed based on a case series in 4-to-24-month-old children assessed on land and in water.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.112
Threshold uncertainty score0.992

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0000.000

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 head0.032
GPT teacher head0.331
Teacher spread0.299 · 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