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Record W4405230835 · doi:10.1111/nyas.15273

Overcoming the streetlight effect: Qualitative examination of community experts’ perceptions of foundations of learning and development (FOLD) skills

2024· article· en· W4405230835 on OpenAlexaff
Marilyn N. Ahun, Dana Charles McCoy, Terri J. Sabol, Yuri Kim, W. Preston Warren, Joshua Jeong

Bibliographic record

VenueAnnals of the New York Academy of Sciences · 2024
Typearticle
Languageen
FieldPsychology
TopicPsychological and Educational Research Studies
Canadian institutionsMcGill University Health Centre
Fundersnot available
KeywordsFold (higher-order function)PerceptionPsychologyMedical educationMedicineEngineeringMechanical engineering

Abstract

fetched live from OpenAlex

Developmental science has a long history of studying skills that children need to thrive. However, there has been a primary focus on academic skills, with little attention to the breadth and diversity of other skills that young children need to thrive. Furthermore, little is known about the extent to which community experts involved in early childhood care and education (ECCE) value different early developmental skills. This qualitative study examined how community experts (parents, preschool educators, clinicians, and ECCE leaders) defined and conceptualized six foundations of learning and development (FOLD) skills of child development (curiosity, creativity, critical thinking, self-regulation and executive function, perspective taking, and internal representations of self). We conducted 60 virtual in-depth interviews with a socioeconomically, racially, and geographically diverse sample of parents (n = 26), educators (n = 17), clinicians (n = 11), and ECCE leaders (n = 6) living in rural and urban areas across the United States. Participants universally acknowledged the importance of FOLD skills as central to development and well-being in the early childhood period, while also recognizing their interrelatedness with one another. Most participants highlighted self-regulation and executive function as a core skill. Findings affirm the value of these FOLD skills and highlight the importance of including them as target outcomes of ECCE interventions.

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)0.004
metaresearch head score (Gemma)0.001
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 score0.815
Threshold uncertainty score0.663

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.002
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 head0.255
GPT teacher head0.511
Teacher spread0.256 · 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 designQualitative
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
Published2024
Admission routes1
Has abstractyes

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