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Record W4409814378 · doi:10.1108/jpcc-09-2024-0168

Reframing failure: lessons from educational leaders facilitating multi-tiered systems of support

2025· article· en· W4409814378 on OpenAlex
Stephen MacGregor, Sharon Friesen

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Professional Capital and Community · 2025
Typearticle
Languageen
FieldPsychology
TopicEducational and Psychological Assessments
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsCognitive reframingProcess managementEngineering ethicsPsychologyKnowledge managementComputer scienceBusinessEngineeringSocial psychology

Abstract

fetched live from OpenAlex

Purpose This paper explores the failure experiences of educational leaders facilitating the implementation of multi-tiered systems of support (MTSS) for student mental health. By examining these leaders’ involvement within a professional learning network (PLN), this study highlights how failure can lead to iterative learning and improved school interventions. Design/methodology/approach The study employs a qualitative approach, using semi-structured interviews with 19 participants, including system leaders, school leaders and health professionals. Data were analyzed according to a inductive–deductive approach, drawing from the integrated Promoting Action on Research Implementation in Health Services framework and Edmondson’s Spectrum of Reasons for Failure. Findings Educational leaders encountered failure in two primary areas: process inadequacy and task challenge. Failures included fragmented implementation of mental health interventions, lack of coherent data infrastructure and challenges in providing consistent support across diverse contexts, particularly in rural areas. Failure experiences were linked to the complexity of facilitating multi-tiered interventions and navigating systemic constraints. Originality/value This study reframes failure as a potentially generative element in the facilitation of MTSS. It finds that PLNs can serve as a platform for educational leaders to collectively learn from failures. Educational leaders and policymakers could use the findings to inform the implementation and evaluation approaches used for MTSS. In particular, PLNs can be leveraged to foster collaboration and adaptive leadership practices, enabling leaders to develop more effective mental health interventions for students.

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 score0.169
Threshold uncertainty score0.645

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 integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.105
GPT teacher head0.451
Teacher spread0.346 · 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