View in EDS

Small Models Achieve Large Language Model Performance: Evaluating Reasoning-Enabled AI for Secure Child Welfare Research.

Saved in:
Bibliographic Details
Title: Small Models Achieve Large Language Model Performance: Evaluating Reasoning-Enabled AI for Secure Child Welfare Research.
Authors: Qi Z; School of Social Work, University of Michigan, Ann Arbor, MI, USA., Perron BE; School of Social Work, University of Michigan, Ann Arbor, MI, USA., Victor BG; School of Social Work, Wayne State University, Detroit, MI, USA.; Merrill Palmer Skillman Institute, Wayne State University, Detroit, MI, USA., Stoll D; School of Social Work, ZHAW Zurich University of Applied Sciences, Zurich, Switzerland., Ryan JP; School of Social Work, University of Michigan, Ann Arbor, MI, USA.
Source: Journal of evidence-based social work (2019) [J Evid Based Soc Work (2019)] 2026 Jan 18, pp. 1-22. Date of Electronic Publication: 2026 Jan 18.
Publication Type: Journal Article
Journal Info: Publisher: Taylor & Francis Online Country of Publication: United States NLM ID: 101766756 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2640-8074 (Electronic) Linking ISSN: 26408066 NLM ISO Abbreviation: J Evid Based Soc Work (2019) Subsets: MEDLINE
Database: MEDLINE Ultimate
FullText Text:
  Availability: 0
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 41548091
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Small Models Achieve Large Language Model Performance: Evaluating Reasoning-Enabled AI for Secure Child Welfare Research.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Qi+Z%22">Qi Z</searchLink>; School of Social Work, University of Michigan, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Perron+BE%22">Perron BE</searchLink>; School of Social Work, University of Michigan, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Victor+BG%22">Victor BG</searchLink>; School of Social Work, Wayne State University, Detroit, MI, USA.; Merrill Palmer Skillman Institute, Wayne State University, Detroit, MI, USA.<br /><searchLink fieldCode="AU" term="%22Stoll+D%22">Stoll D</searchLink>; School of Social Work, ZHAW Zurich University of Applied Sciences, Zurich, Switzerland.<br /><searchLink fieldCode="AU" term="%22Ryan+JP%22">Ryan JP</searchLink>; School of Social Work, University of Michigan, Ann Arbor, MI, USA.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22101766756%22">Journal of evidence-based social work (2019)</searchLink> [J Evid Based Soc Work (2019)] 2026 Jan 18, pp. 1-22. <i>Date of Electronic Publication: </i>2026 Jan 18.
– Name: TypePub
  Label: Publication Type
  Group: TypPub
  Data: Journal Article
– Name: TitleSource
  Label: Journal Info
  Group: Src
  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Taylor+%26+Francis+Online%22">Taylor & Francis Online </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101766756 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2640-8074 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2226408066%22">26408066 </searchLink><i>NLM ISO Abbreviation: </i>J Evid Based Soc Work (2019) <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41548091
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1080/26408066.2026.2616711
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        StartPage: 1
    Titles:
      – TitleFull: Small Models Achieve Large Language Model Performance: Evaluating Reasoning-Enabled AI for Secure Child Welfare Research.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Qi Z
      – PersonEntity:
          Name:
            NameFull: Perron BE
      – PersonEntity:
          Name:
            NameFull: Victor BG
      – PersonEntity:
          Name:
            NameFull: Stoll D
      – PersonEntity:
          Name:
            NameFull: Ryan JP
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 18
              M: 01
              Text: 2026 Jan 18
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 2640-8074
          Titles:
            – TitleFull: Journal of evidence-based social work (2019)
              Type: main
ResultId 1