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Validation of the measure of processes of care for use when there is no Child Development Centre

2003· article· en· W2012541831 on OpenAlex
Helen McConachie, Stuart Logan

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

VenueChild Care Health and Development · 2003
Typearticle
Languageen
FieldMedicine
TopicInfant Development and Preterm Care
Canadian institutionsnot available
Fundersnot available
KeywordsNursingCorporate governanceQuality (philosophy)PerceptionService (business)PsychologyMedicineFamily medicineBusinessMarketing

Abstract

fetched live from OpenAlex

INTRODUCTION: Clinical governance requires measurement of the outcomes of health care. The Measure of Processes of Care (MPOC; King, Rosenbaum & King 1995) is a postal questionnaire developed in Canada to reflect parents' perceptions of the quality of services received. AIM: To examine the usefulness of the MPOC for the evaluation of services for children with disabilities and their families. METHODS: The MPOC was revised minimally for British idiom, taking out explicit references to a 'Centre'. Surveys of parents using child disability services were carried out in three rural and two urban communities, where there are no Child Development Centres, with a total of 495 analysable questionnaires returned. In addition, 32 parents using a home nursing service for children with multiple disabilities completed questionnaires. RESULTS: The rate of return ranged from 49% to 67%. Factor analysis confirmed a five-factor solution but only one factor mapped clearly onto the Canadian structure. Using the revised structure, the surveys provide evidence of the discriminating potential of the MPOC, comparing the perceptions of parents who do or do not have a care coordinator, and comparing recipients of a home nursing service with matched users of general services. CONCLUSIONS: The MPOC can be used as a measure of outcome for child disability services of differing organizational structures.

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)0.000
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.465
Threshold uncertainty score0.673

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.019
GPT teacher head0.252
Teacher spread0.233 · 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