ChatGPT as Research Scientist: Probing GPT's capabilities as a Research Librarian, Research Ethicist, Data Generator, and Data Predictor.

How good a research scientist is ChatGPT? We systematically probed the capabilities of GPT-3.5 and GPT-4 across four central components of the scientific process: as a Research Librarian, Research Ethicist, Data Generator, and Novel Data Predictor, using psychological science as a testing field. In Study 1 (Research Librarian), unlike human researchers, GPT-3.5 and GPT-4 hallucinated, authoritatively generating fictional references 36.0% and 5.4% of the time, respectively, although GPT-4 exhibited an evolving capacity to acknowledge its fictions. In Study 2 (Research Ethicist), GPT-4 (though not GPT-3.5) proved capable of detecting violations like p-hacking in fictional research protocols, correcting 88.6% of blatantly presented issues, and 72.6% of subtly presented issues. In Study 3 (Data Generator), both models consistently replicated patterns of cultural bias previously discovered in large language corpora, indicating that ChatGPT can simulate known results, an antecedent to usefulness for both data generation and skills like hypothesis generation. Contrastingly, in Study 4 (Novel Data Predictor), neither model was successful at predicting new results absent in their training data, and neither appeared to leverage substantially new information when predicting more vs. less novel outcomes. Together, these results suggest that GPT is a flawed but rapidly improving librarian, a decent research ethicist already, capable of data generation in simple domains with known characteristics but poor at predicting novel patterns of empirical data to aid future experimentation.

Evolving from public health libraries as a place to focus on public health librarian expertise.

Objective: This article describes the evolution of academic public health library services from standalone academic public health libraries in 2004 to centralized services by 2021. Methods: Five public health libraries serving public health graduate programs (SPH) at public and private institutions were visited in 2006-07. Visits comprised tours, semi-structured interviews with librarians and local health department staff, and collecting of contemporary print documents. We compiled and compared visit notes across libraries. In 2022, we reviewed online materials announcing library closure or transition for timing and how services were to be subsequently provided. Results: Libraries and SPH were co-located and most librarians maintained public health expertise though they did not have faculty appointments in their SPHs. Specialized statistical and geographic information systems (GIS) software and data were provided in partnership, often with other system libraries. Only two libraries had strong connections to health departments-one with direct service agreements and another engaged in public health training. Conclusion: Academic public health libraries' relationships with SPHs and health departments did not ensure their existence as standalone entities. Following a national trend for branch libraries, public health information services were centralized into larger health or science libraries. The scope and specialization of librarian expertise continues to be valued with several institutions having librarians dedicated to public health.

Fostering change, empowering faculty: comments on the NURSLITT study and the five-year rule.

The five-year rule must die. Despite an extensive literature search, the origins of the five-year rule remain unknown. In an era when the nursing profession is so focused on evidence-based practice, any approach that arbitrarily limits literature searches to articles published in the previous five years lacks scientific basis. We explore some reasons for the pervasiveness of the practice and suggest that librarians need to engage with nursing faculty, who are well-positioned to be change agents in this practice.

Data Policy Finder: an easily integratable tool connecting data librarians with researchers to navigate publication requirements.

The Data Policy Finder is a searchable database containing librarian-curated information, links, direct quotes from relevant policy sections, and notes to help the researcher search, verify, and plan for their publication data requirements. The Memorial Sloan Kettering Cancer Center Library launched this new resource to help researchers navigate the ever-growing, and widely varying body of publisher policies regarding data, code, and other supplemental materials. The project team designed this resource to encourage growth and collaboration with other librarians and information professionals facing similar challenges supporting their research communities. This resource creates another access point for researchers to connect with data management services and, as an open-source tool, it can be integrated into the workflows and support services of other libraries.

One leg at a time: medical librarians and fake news.

While there has been recent media attention to the issue of "fake news," misinformation and disinformation has been a lasting part of human history. This Janet Doe Lecture presents the history of fake news, how it is spread and accepted, its impact on medical and health information, and medical librarian roles in limiting its spread and promoting correct health information.

Research networking and the role of the medical librarian.

Medical librarians work collaboratively across all units and missions of academic medical centers. One area where librarians can provide key expertise is in the building and maintenance of Research Information Management Systems (RIMS). At Penn State, the RIMS implementation team has included a medical librarian, research administrators and marketing staff from the College of Medicine (CoM) since its inception in 2016. As our peer institutions implemented or expanded their own RIMS systems, the CoM team has responded to their questions regarding details about the Penn State RIMS instance. The goal of this commentary is to describe how the CoM team has worked collaboratively within Penn State to address questions related to research output, with special emphasis on details pertaining to questions from other institutions.

Librarians' Electronic Resource Reviews Network (LERRN): a free citation database for resource reviews.

Electronic resource reviews written by librarians are a valuable way to identify potential content platforms and stay current on new resources. Resource-focused articles can also assist with learning about useful features, training others, and marketing to potential user groups. However, articles evaluating or highlighting innovative uses of resources may be published in disparate journals or online platforms and are not collocated. Small or solo-staffed libraries may not subscribe to library and information sciences databases or journals that contain reviews of electronic resources. And many of these reviews or other useful articles are open access. With this in mind, the main aim of the LERRN citation database was to create a freely available citation database that brings together electronic resource reviews and other content that can assist librarians in appraising and using electronic resources.

The impact of libraries and informationists on patient and population care: a mixed-methods study.

Objective: While several studies have examined the effectiveness of librarian interactions with clinicians and impact of librarians on patient care, no studies have explored a library's effects on population care. The goal of this study was to investigate the library's impact on both patient and population care. Methods: Using a sequential exploratory mixed-methods design, we first interviewed a small set of clinicians and researchers active in patient and population care. Based on the themes that we discovered through coding the interviews, we created a survey that was sent to faculty in the health sciences and the health system. Results: We collected data from a representative sample of our population. We discovered that all respondents value the library and informationists, using our services most for teaching, publishing, presenting, and professional development. Conclusion: We now have data to support our value to our population and to show where we can do more work to improve the use of our services. Our study shows the value of doing a mixed-methods sequential exploration in which themes that are important to our user community were identified prior to launching a large-scale survey.

Impacts of educational interventions of librarian instruction on health information seeking attitudes and behaviors in an employee wellness program.

Objective: Health literacy and its potential impacts on the wellbeing of patrons remain a highly regarded objective among health science and medical librarians when considering learning outcomes of patron communities. Librarians are positioned to champion literacy instruction activities. This study aimed to examine health information seeking attitudes and behaviors in an academic-based employee wellness program before and after health literacy workshops were developed and facilitated by an academic health sciences librarian. Methods: The intervention included instruction informed by Don Nutbeam's Health Literacy Framework and the Research Triangle Institute's Health Literacy Conceptual Framework. Sixty-five participants obtained through convenience sampling attended workshops and were invited to respond to pre- and post-session surveys. Using a quantitative quasi-experimental methodology, surveys collected health literacy indicators including preferred sources and handling practices of in-person and online health information. Results: Findings indicated workshops influenced information seeking behaviors as participants documented a decrease in social media use for health and wellness information (-36%) and medical information (-13%). An increase in the usage of consumer health databases (like Medline Plus) was also indicated post-workshop for health and wellness information (18%) and medical information (31%). Conclusion: Favorable impacts are evident in this small-scale study; however, more research is needed to confirm the influence of these methods on larger and more diverse populations. Librarians should continue to develop and disseminate theory-informed tools and methods aimed at engaging various communities in constructive health information seeking practices.

Searches as data: archiving and sharing search strategies using an institutional data repository.

Background: By defining search strategies and related database exports as code/scripts and data, librarians and information professionals can expand the mandate of research data management (RDM) infrastructure to include this work. This new initiative aimed to create a space in McGill University's institutional data repository for our librarians to deposit and share their search strategies for knowledge syntheses (KS). Case Presentation: The authors, a health sciences librarian and an RDM specialist, created a repository collection of librarian-authored knowledge synthesis (KS) searches in McGill University's Borealis Dataverse collection. We developed and hosted a half-day "Dataverse-a-thon" where we worked with a team of health sciences librarians to develop a standardized KS data management plan (DMP), search reporting documentation, Dataverse software training, and howto guidance for the repository. Conclusion: In addition to better documentation and tracking of KS searches at our institution, the KS Dataverse collection enables sharing of searches among colleagues with discoverable metadata fields for searching within deposited searches. While the initial creation of the DMP and documentation took about six hours, the subsequent deposit of search strategies into the institutional data repository requires minimal effort (e.g., 5-10 minutes on average per deposit). The Dataverse collection also empowers librarians to retain intellectual ownership over search strategies as valuable stand-alone research outputs and raise the visibility of their labor. Overall, institutional data repositories provide specific benefits in facilitating compliance both with PRISMA-S guidance and with RDM best practices.

Suggestions from Experience and AI Tools to Teach Evidence Based Practice to Nurses.

Hospital librarians receive invites to teach thinking and searching in an evidence-based way and critical appraisal of the literature to nurses. With these invitations, the hospital librarians play a central role in establishing an evidence-based culture in the hospital and contribute to the nursing staff feeling competent and confident in fulfilling evidence-based competencies. This author just prepared a 17-minute online talk as part of an international nursing webinar on "searching nursing literature in an evidence-based way." Using this experience, remembering other teaching and presentation experiences, and some "help" from AI tools, this experienced hospital librarian suggests decision points for colleagues to create a meaningful, practical information session for nurses and introduce to some AI tools along the way.

Systems Librarianship Through the Lens of an Open Systems Framework in a Hospital Library Setting: A Case Report.

Systems librarianship, when merged with the position of informationist, evolves into the identity of the systems informationist in the hospital setting. The Health Sciences Library at Geisinger has successfully implemented a systems informationist role within an open systems framework. The duties of the systems informationist are framed here using: input for information-seeking behavior; throughput of clinical support for patient care; output by user experience in research and education; and feedback to elevate operational excellence. This case report contributes a focused approach to systems librarianship, providing examples for other hospital libraries that may be interested in developing their own Systems Services.

Are Working Nurses Enrolled in Graduate School Aware of Medical Librarians at Their Workplace? A Survey to Close the Research-to-Bedside Gap.

This article reports the results from an anonymous survey sent to working graduate nursing students. The survey asked about nurses' awareness of medical librarians at the healthcare institutions where they work. Less than half of the survey respondents were aware that medical librarians were available to them at work. Less than half of the survey respondents claimed they consulted with a medical librarian at work or witnessed another nurse consulting with a medical librarian. The disconnect between academia and patient care is part of the 15-year research-to-bedside gap that exists in nursing. Medical librarians can help to close the gap.

Knowledge, Attitudes, and Practices of Health Sciences Faculty Towards Scholarly Open Access and Predatory Publishing.

Health sciences librarians often lack knowledge of the motivations behind faculty publishing behavior. This study establishes some understanding of their choices through interviews with academic health sciences faculty members. Knowledge of the concepts of open access was lacking, as was the differences between open access and predatory publishing. Faculty had varied opinions on publication without robust peer review, its ethical implications, manuscript quality, and trust in scientific publishing. Evidence from this study suggests that librarians must take an active role in shaping the future of scholarly communication through education, advocacy, and a commitment to moving science forward equitably and ethically.

Kentucky Public Librarians and Health Information: Experiences, Resource Use, Community Needs, and Roles for Academic Health Sciences Librarians.

Public libraries serve as sources of health information, and partnerships between public and academic health sciences libraries may improve a community's access to and understanding of health information. Librarians at a medical school in Kentucky conducted interviews with public librarians to better understand their experiences with health information with the goal of informing future outreach to public libraries. All participants reported receiving requests for health-related information at least occasionally. Most participants used books to answer health questions, although a wide range of electronic resources were also used. Implications for academic health sciences librarians are discussed.

Integrating Medical Librarians in Evidence-Based Medical Practice in Africa: A Survey of Current Practices and Challenges.

Librarians' involvement in Evidence-Based Medical Practice (EBMP) has been widely reported from the Global North. The cross-sectional study designed a survey to investigate how African medical librarians integrate into EBMP. The respondents comprised medical librarians from 12 African countries. Findings revealed that African medical librarians are mostly involved in EBMP activities related to resource use, management, and evidence dissemination. The leading EBMP tools reportedly used or promoted by the librarians include UpToDate and Cochrane Library, while the leading challenges encountered in offering support for EBMP are related to skill deficiency, poor funding, and poor internet connectivity.

Two Decades of Futility: The Decline of Medical/Health Science Librarian Salaries.

While medical and health science librarians' median salaries have increased over the last forty years; however, inflation-adjusted salaries are lower than in 2008. Utilizing data from the Medical Library Association's salary surveys from 1983 to 2023, this column explores median salary changes over time by discussing the median salary's performance against inflation and how the 2008 recession and the 2020 COVID-19 pandemic impacted salaries. From 2017 to 2023, the median salary increased by 18%, but after adjusting for inflation, the median salary decreased by almost 6%. The findings have serious implications for recruitment and retention in medical and health sciences librarianship.

How developing a point of need training tool for evidence synthesis can improve librarian support for researchers.

Medical and health sciences librarians who are involved in evidence synthesis projects will know that systematic reviews are intensely rigorous, requiring research teams to devote significant resources to the methodological process. As expert searchers, librarians are often identified as personnel to conduct the database searching portion and/or are approached as experts in the methodology to guide research teams through the lifecycle of the project. This research method has surged in popularity at our campus and demand for librarian participation is unsustainable. As a response to this, the library created self-directed learning objects in the form of roadmap to assist researchers in learning about the knowledge synthesis methodology in an expedient, self-directed manner. This paper will discuss the creation, implementation and feedback around our educational offering: Systematic & Scoping Reviews: Your Roadmap to Conducting an Evidence Synthesis.

Developing a governance process for apps can help enhance and change the skills base and visibility of health librarians.

The traditional qualifications and work of a health librarian may not, at first glance, seem like they readily lend themselves to the wider work of an organisation. Too often librarians are seen as experts in a small specialist field. However, as librarians, we know that at our core is extensive digital experience and knowledge as well as a core set of transferrable skills that can be adapted to meet the ever-changing needs of the organisation. This article describes how the library evidence team became part of a wider board project to develop a governance system for Apps. It also describes how the skills of librarians can be developed to work in this area and raise the profile of the team within the board.

Librarian-Led Assessment of Medical Students' Evidence-Based Medicine Competency: Facilitators and Barriers.

Introduction: We must ensure, through rigorous assessment that physicians have the evidence-based medicine (EBM) skills to identify and apply the best available information to their clinical work. However, there is limited guidance on how to assess EBM competency. With a better understanding of their current role in EBM education, Health Sciences Librarians (HSLs), as experts, should be able to contribute to the assessment of medical student EBM competence. The purpose of this study is to explore the HSLs perspective on EBM assessment practices, both current state and potential future activities. Methods: We conducted focus groups with librarians from across the United States to explore their perceptions of assessing EBM competence in medical students. Participants had been trained to be raters of EBM competence as part of a novel Objective Structured Clinical Examination (OSCE). This OSCE was just the starting point and the discussion covered topics of current EBM assessment and possibility for expanded responsibilities at their own institutions. We used a reflexive thematic analysis approach to construct themes from our conversations. Results: We constructed eight themes in four broad categories that influence the success of librarians being able to engage in effective assessment of EBM: administrative, curricular, medical student, and librarian. Conclusion: Our results inform medical school leadership by pointing out the modifiable factors that enable librarians to be more engaged in conducting effective assessment. They highlight the need for novel tools, like EBM OSCEs, that can address multiple barriers and create opportunities for deeper integration of librarians into assessment processes.