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Record W2999288224 · doi:10.32388/skrdp4

Core SSW Services Working Paper: Referral, Screening, Assessment, & Service Delivery Process (RSASD) for School Social Workers

2020· preprint· en· W2999288224 on OpenAlex

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

VenueQeios · 2020
Typepreprint
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsnot available
Fundersnot available
KeywordsReferralService delivery frameworkVariety (cybernetics)Work (physics)Best practiceService (business)Medical educationProcess (computing)Social workPsychologyPublic relationsMedicineNursingBusinessEngineeringPolitical scienceComputer science

Abstract

fetched live from OpenAlex

The framework offered here is rooted in a variety of sources, primary among them my own research on SSW practice, consultation with the PLC Project Advisory Board, and the ongoing work with the various PLCs here in Ontario. I am grateful for all the different PLC members, co-leads, and outside research and practice experts that helped form this draft framework. Ontario SSW Managers and the 70+ Professional Learning Community (PLC) members identified significant concerns with how SSW struggled to manage the different expectations of their “host setting.” A primary concern was the lack of control many SSW reported having with how their caseload came about, specifically in how referrals were made for SSW services. This Plain Language Summary (PLS) will detail the key components of the proposed new Referral, Screening, Assessment, and Service Delivery process (RSASD). Drawing on the work of Dr. Kelly the leadership of the Assessment/Criteria PLC, we will identify the best evidence-informed practices (EIP) in screening and assessing student clinical concerns, and suggest some best practices that formed the basis for our new RSASD model. The EIP in each PLS will also be aligned where applicable with the evidence-based practice (EBP) Common Elements identified by School Mental Health-Assist (SMH-ASSIST). Additional recommendations for further reading and implementation strategies are included in the PLS, while a more extensive annotated bibliography and related materials are included elsewhere as part of all of the Ontario SSW PLC ToolKits.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.727
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0030.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.249
GPT teacher head0.462
Teacher spread0.213 · 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