Zia Qi
Biographic Data
| ID | 4446249 |
|---|---|
| NAME | Zia Qi |
| GIVEN NAMES | Zia |
| FAMILY NAME | Qi |
| SIGNATURE | QI Z |
| AFFILIATIONS | University of Michigan |
| ORCID | 0009-0001-2159-8713 |
| VERIFIED | Yes |
| TOTAL WORKS | 8 |
| TOTAL CITATIONS | 5 |
| AUTHOR COUNT | 8 |
| EDITOR COUNT | 0 |
| FIRST PUBLICATION YEAR | 2023 |
| LATEST PUBLICATION YEAR | 2026 |
| H-INDEX | 1 |
Parental Cooperation from Swiss Child Protection Reports
Purpose: Assessing parental cooperation during child protection services (CPSs) interventions raises distinctive analytical challenges due to ambiguous, conflicting information. We compared reasoning language models (RLMs) to retrieval-augmented generation (RAG) in classifying parental cooperation from Swiss CPS reports. Methods: RLMs of three parameter sizes (255B, 32B, 4B) were benchmarked against a RAG-based approach using a consensus dataset …
AI-Assisted Curation of Conference Scholarship
Evolution of Social Work Knowledge Production Over 35 Years
Purpose: This study developed a comprehensive bibliographic infrastructure addressing systematic coverage gaps in social work literature indexing and examined disciplinary knowledge production patterns from 1989 to 2025. Method: Article metadata was compiled from Web of Science, Scopus, Directory of Open Access Journals, and web scraping. A small language model performed classification and extraction tasks on abstracts. Results: Analysis of 62,60…
Theoretical and Methodological Shifts in Social Work Research
Purpose: This study empirically documents temporal patterns in social work research's engagement with postmodern and critical theory (P/CT) frameworks. Methods: Large language models (LLMs) were used to analyze 19,134 conference abstracts presented at the Society for Social Work and Research (2012–2025) for P/CT alignment and methodology. Multimodel evaluation demonstrated excellent reliability across six frontier LLMs (kappa = .73). Results: Tem…
Artificial Intelligence and Cultural Context
Objective: This study examines how well leading Chinese and Western large language models (LLMs) understand and apply Chinese social work principles, testing whether cultural context influences model reasoning and accuracy in non-Western professional settings. Method: Using the Chinese National Social Work Examination covering jurisprudence and applied knowledge, we administered three testing conditions to eight cloud-based LLMs—four Chinese and …
Demystifying Application Programming Interfaces (APIs)
A Primer on Word Embeddings
Construct-Irrelevant Variance on the ASWB Clinical Social Work Licensing Exam
Purpose: This study sought to replicate a previous investigation of construct-irrelevant variance on the Association of Social Work Boards (ASWB) clinical licensing exam completed by Albright and Thyer over a decade ago. Method: The performance of ChatGPT was assessed on a modified version of 50 newly developed clinical exam questions currently distributed by the ASWB, where only the four multiple-choice options for each item were presented witho…
Demystifying Application Programming Interfaces (APIs)
Theoretical and Methodological Shifts in Social Work Research
Purpose: This study empirically documents temporal patterns in social work research's engagement with postmodern and critical theory (P/CT) frameworks. Methods: Large language models (LLMs) were used to analyze 19,134 conference abstracts presented at the Society for Social Work and Research (2012–2025) for P/CT alignment and methodology. Multimodel evaluation demonstrated excellent reliability across six frontier LLMs (kappa = .73). Results: Tem…
Construct-Irrelevant Variance on the ASWB Clinical Social Work Licensing Exam
Purpose: This study sought to replicate a previous investigation of construct-irrelevant variance on the Association of Social Work Boards (ASWB) clinical licensing exam completed by Albright and Thyer over a decade ago. Method: The performance of ChatGPT was assessed on a modified version of 50 newly developed clinical exam questions currently distributed by the ASWB, where only the four multiple-choice options for each item were presented witho…
Construct-Irrelevant Variance on the ASWB Clinical Social Work Licensing Exam
Purpose: This study sought to replicate a previous investigation of construct-irrelevant variance on the Association of Social Work Boards (ASWB) clinical licensing exam completed by Albright and Thyer over a decade ago. Method: The performance of ChatGPT was assessed on a modified version of 50 newly developed clinical exam questions currently distributed by the ASWB, where only the four multiple-choice options for each item were presented witho…
Theoretical and Methodological Shifts in Social Work Research
Purpose: This study empirically documents temporal patterns in social work research's engagement with postmodern and critical theory (P/CT) frameworks. Methods: Large language models (LLMs) were used to analyze 19,134 conference abstracts presented at the Society for Social Work and Research (2012–2025) for P/CT alignment and methodology. Multimodel evaluation demonstrated excellent reliability across six frontier LLMs (kappa = .73). Results: Tem…
Artificial Intelligence and Cultural Context
Objective: This study examines how well leading Chinese and Western large language models (LLMs) understand and apply Chinese social work principles, testing whether cultural context influences model reasoning and accuracy in non-Western professional settings. Method: Using the Chinese National Social Work Examination covering jurisprudence and applied knowledge, we administered three testing conditions to eight cloud-based LLMs—four Chinese and …
Demystifying Application Programming Interfaces (APIs)
A Primer on Word Embeddings
Parental Cooperation from Swiss Child Protection Reports
Purpose: Assessing parental cooperation during child protection services (CPSs) interventions raises distinctive analytical challenges due to ambiguous, conflicting information. We compared reasoning language models (RLMs) to retrieval-augmented generation (RAG) in classifying parental cooperation from Swiss CPS reports. Methods: RLMs of three parameter sizes (255B, 32B, 4B) were benchmarked against a RAG-based approach using a consensus dataset …
AI-Assisted Curation of Conference Scholarship
Evolution of Social Work Knowledge Production Over 35 Years
Purpose: This study developed a comprehensive bibliographic infrastructure addressing systematic coverage gaps in social work literature indexing and examined disciplinary knowledge production patterns from 1989 to 2025. Method: Article metadata was compiled from Web of Science, Scopus, Directory of Open Access Journals, and web scraping. A small language model performed classification and extraction tasks on abstracts. Results: Analysis of 62,60…
Work (physics (4 works) · Computer Science (3 works) · Psychology (3 works) · Social Work Education and Practice (3 works) · Engineering (2 works) · Mental Health via Writing (2 works) · Social Psychology (2 works) · Social Psychology (2 works) · Social Work (2 works) · Sociology (2 works)