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Record W4392067556 · doi:10.51644/9781554583683-002

Preface

2011· book-chapter· en· W4392067556 on OpenAlexaboutno aff
Kathleen Kufeldt, Brad McKenzie

Bibliographic record

VenueChild welfare · 2011
Typebook-chapter
Languageen
FieldSocial Sciences
TopicChild Welfare and Adoption
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

S trengthening the connection between research, policy, and practice is imper- ative if we wish to improve life chances for children in care.The number of children in care is significant, and growing.In the first edition of this book, Thériault (2003) reported that there were over 60,000 Canadian children in care in 2000, and that this constituted an increase of about 30% in the previous three years (Human Resources Development Canada, 2000).Farris-Manning and Zandstra (2003) estimated that there were 76,000 children in care in Canada by 2002, and this number has grown since that time.In an introductory chapter, Bala provides an overview of child welfare legislation in Canada, and this establishes a general context for the issues raised throughout the remaining sections of the book.Part I of this book suggests that the number of children needing care and protection increased quite dramatically between 1998 and 2003.Protecting children is not an easy task, and several authors highlight the tension between the rights of children and parents, and the care and control aspects of state intervention into family life.The challenge is to connect our growing knowledge about child welfare to policy development and evidence-based practice in order to achieve good outcomes for children growing up in care.In 1994 the editors were privileged to participate in the first Canadian Child Welfare Research and Policy Symposium funded by Health and Welfare Canada.Its aim was to determine the status of child welfare research in Canada and identify policy implications.The symposium developed an eight-point research agenda (Galaway & Hudson, 1995).In 2000, a follow-up symposium was held in Cornwall, Ontario, that enlarged the scope to include practice.Particularly encouraging was the decision in 2000 to include foster parents and to increase participation from youth in care, First Nations, and service providers.Their voices added more authenticity to the discussions that took place.

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 categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.971
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 science0.0000.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0130.001

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 head0.025
GPT teacher head0.247
Teacher spread0.222 · 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; both teacher heads agree on what is shown here.

Study designTheoretical or conceptual
Domainnot available
GenreOther

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
Published2011
Admission routes1
Has abstractyes

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