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Record W3045968056 · doi:10.1111/fcre.12509

Effective Use of Parenting Coordination: Considerations for Legal and Mental Health Professionals

2020· article· en· W3045968056 on OpenAlexaboutno aff
Matthew J. Sullivan, Annette Burns

Bibliographic record

VenueFamily Court Review · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicFamily Dynamics and Relationships
Canadian institutionsnot available
Fundersnot available
KeywordsJurisdictionIntervention (counseling)ReferralFamily lawMental healthConciliationDispute resolutionPsychologyFamily courtConflict resolutionNursingPolitical scienceLawMedicineMediationPsychiatry

Abstract

fetched live from OpenAlex

Parenting Coordination (PC) is a dispute resolution and case management role to assist high conflict coparents (Coates et al., Family Court Review, 2004; 42, 246–262; Sullivan, Journal of Child Custody, 2008; 5, 3–24; Carter & Lally, Parenting Coordination in Post‐Separation Disputes, 2014; Fidler, Canadian Family Law Quarterly, 2012; 31, 237–273). A revision of the original practice 2005 guidelines for parenting coordination was just published by the Association of Families and Conciliation Courts in 2019, providing an update for the family justice community about developments in the parenting coordinator (PC) role in the last 14 years. This article focuses on how family law professionals can support effective parenting coordination practice in their jurisdiction. Support begins with understanding the PC role as the most intensive intervention available at this time for high conflict coparents, and guidance about what types of cases are appropriate for referral and which are not. A description of the essential components of appointment orders, parenting coordination procedures, and court review are provided as well to best structure the parenting coordination process for success. Finally, the article addresses how jurisdictions can support the development and maintenance of this unique role.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.048
metaresearch head score (Gemma)0.095
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.048
Threshold uncertainty score0.254

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0480.095
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.003
Science and technology studies0.0060.005
Scholarly communication0.0090.008
Open science0.0030.005
Research integrity0.0090.009
Insufficient payload (model declined to judge)0.0030.001

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 head0.100
GPT teacher head0.383
Teacher spread0.284 · 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 source (direct Gemma or distilled Codex), 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

Citations12
Published2020
Admission routes1
Has abstractyes

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