MétaCan
Menu
Back to cohort
Record W2598052761

Voices in the wilderness

2016· article· en· W2598052761 on OpenAlexaffvenueabout
Graham Swanson, Michael J. Mills, Amie Davis, Anne Kittler, Vivian R. Ramsden

Bibliographic record

VenueCanadian Family Physician · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicChild Welfare and Adoption
Canadian institutionsUniversity of SaskatchewanChild, Adolescent and Family Mental HealthJoseph Brant Hospital
Fundersnot available
KeywordsThematic analysisMedicineFamily medicineConsistency (knowledge bases)Qualitative researchNursingMedical educationSociology
DOInot available

Abstract

fetched live from OpenAlex

Objective To explore how access to a family medicine clinic co-locating with the Children’s Aid Society (CAS) of Hamilton in Ontario helped meet the unique needs of children in care. Design Qualitative research using semistructured face-to-face and telephone interviews. Setting The CAS of Hamilton. Participants Nineteen foster parents. Methods Stakeholders were invited to participate with flyers posted in the clinic, notices that were mailed to foster parents, personal invitations that were distributed during clinic visits, and an internal memo that was distributed to the CAS staff. Informed consent and assent where appropriate was obtained before an interview was started. Interviews were audiorecorded when and where feasible, transcribed, and subsequently underwent inductive, thematic analysis. Common themes evolved by consensus. Main findings Foster parents valued the family medicine clinic co-locating with the CAS. The co-location helped children in care to know that there were others in similar circumstances. Foster parents learned from and shared parenting skills with one another, which resulted in developing confidence in the care they provided. The clinic became a neutral place for children in care, foster parents, and birth parents. The clinic team gathered the children’s complete health records and was responsible for sharing this information when appropriate. Conclusion Access to a family medicine clinic designed specifically for children in care that co-located with the CAS enhanced not only the planning, management, and evaluation of care, but also provided a consistency that was not found in other parts of the children’s lives; this helped generate trusting relationships over time. The co-location provided a strong spoke in the circle of care.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.839
Threshold uncertainty score0.817

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 studies0.0000.000
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 head0.255
Teacher spread0.236 · 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 teacher head, 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

Citations0
Published2016
Admission routes3
Has abstractyes

Explore more

Same venueCanadian Family PhysicianSame topicChild Welfare and AdoptionFrench-language works237,207