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The College Voice, Vol. 62, No. 7 [October 15, 2025], Connecticut College Oct 2025

The College Voice, Vol. 62, No. 7 [October 15, 2025], Connecticut College

2025-2026

No abstract provided.


Decadal Changes In Ground-Layer Plant Communities Reflect Maple Dieback And Earthworm Invasion In National Forests In The Lake Superior Region, Usa, Tara Bal, Manuel Eduardo Anderson, Mattison E. Brady, Julia I. Burton, Christopher R. Webster Oct 2025

Decadal Changes In Ground-Layer Plant Communities Reflect Maple Dieback And Earthworm Invasion In National Forests In The Lake Superior Region, Usa, Tara Bal, Manuel Eduardo Anderson, Mattison E. Brady, Julia I. Burton, Christopher R. Webster

Michigan Tech Publications

Northern hardwood forests of the Lake Superior region face a series of novel disturbance pressures including canopy dieback. Previous studies have linked regional sugar-maple (Acer saccharum) canopy dieback to introduced earthworms, which may have coinciding impacts on the ground-layer plant community. Dieback–earthworm interactions may lead to important longer-term changes in forest structure and function, but these relationships but have not been characterized. We sampled ground-layer plant communities in five national forest units in Michigan, Wisconsin, and Minnesota in 2010, and again just over a decade later in 2021. Non-metric multidimensional scaling ordination and indicator species analysis were used to assess …


Exploring The World Of Medical Exoskeleton Robots: A Classification Guide, Javlonbek Rakhmatillaev, Vytautas Bučinskas Oct 2025

Exploring The World Of Medical Exoskeleton Robots: A Classification Guide, Javlonbek Rakhmatillaev, Vytautas Bučinskas

Technical science and innovation

This article describes the classification of exoskeletons. This classification is based on the use of exoskeletons in the medical field, shape, power source, generation, parts related to the human body, structural material, and control forms based on sensor and actuator devices. In addition, examples of each category are given. The main goal is to comprehensively evaluate medical exoskeletons, pay special attention to their functions and goals, conduct scientific research, and further develop these devices. As a result, a completely new type of classification of medical exoskeletons was developed. The developed new type of classification serves as an important guide in …


Monitoring Slope Displacements At The Kalmakyr Open-Pit Mine Using Gnss And Gamit/Globk Processing, Aziz Nigmanovich Kazakov, Dilbarkhon Hamuradovna Fazilova, Nursulton Abdulmajit Ugli Khamitov Oct 2025

Monitoring Slope Displacements At The Kalmakyr Open-Pit Mine Using Gnss And Gamit/Globk Processing, Aziz Nigmanovich Kazakov, Dilbarkhon Hamuradovna Fazilova, Nursulton Abdulmajit Ugli Khamitov

Technical science and innovation

The article presents a monitoring system based on the Global Navigation Satellite System (GNSS) for assessing deformations in mining areas. The study was conducted at the Kalmakyr open-pit mine, where a network of seven GNSS stations was installed in the most geologically vulnerable zones. Four static measurement cycles were carried out between 2024 and 2025. High-frequency 3D data were processed using the GAMIT/GLOBK software. The analysis showed that displacements in active areas reached 68 mm horizontally and 31 mm vertically.


Topology Across Scales On Heterogeneous Cell Data, M. Torras-Pérez, Iris Yoon , '13, P. Weeratunga, L.-P. Ho, H. M. Byrne, U. Tillmann, H. A. Harrington Oct 2025

Topology Across Scales On Heterogeneous Cell Data, M. Torras-Pérez, Iris Yoon , '13, P. Weeratunga, L.-P. Ho, H. M. Byrne, U. Tillmann, H. A. Harrington

Mathematics & Statistics Faculty Works

Multiplexed imaging allows multiple cell types to be simultaneously visualised in a single tissue sample, generating unprecedented amounts of spatially-resolved, biological data. In topological data analysis, persistent homology provides multiscale descriptors of “shape" suitable for the analysis of such spatial data. Here we propose a novel visualisation of persistent homology (PH) and fine-tune vectorisations thereof (exploring the effect of different weightings for persistence images, a prominent vectorisation of PH). These approaches offer new biological interpretations and promising avenues for improving the analysis of complex spatial biological data especially in multiple cell type data. To illustrate our methods, we apply them …


Study Of Physical And Mechanical Properties Of Composite Materials Obtained From Wood Industry Waste, Adkhamjon Rustamovich Makhkamov, Samandarbek Kahramonjon Ugli Sodikjonov, Yorqinjon Tulqin O'G'Li Ergashev, Elmurod Abdukodirovich Egamberdiev, Volodymyr V. Tkach Oct 2025

Study Of Physical And Mechanical Properties Of Composite Materials Obtained From Wood Industry Waste, Adkhamjon Rustamovich Makhkamov, Samandarbek Kahramonjon Ugli Sodikjonov, Yorqinjon Tulqin O'G'Li Ergashev, Elmurod Abdukodirovich Egamberdiev, Volodymyr V. Tkach

Technical science and innovation

This study looks at the serious problem of plastic waste causing pollution around the world. It focuses on how little polystyrene foam gets recycled. As a better option, the study checks out making and describing composite stuff made from wood waste, like poplar and paulownia sawdust. These natural fillings have cellulose, hemicellulose, and lignin, which let them stick well to plastic polymers like polyethylene (PE), polypropylene (PP), and polyvinyl chloride (PVC).

The composite materials were made using hot pressing. They were tested to see how dense, hard, strong, and impact-resistant they were, using GOST standards. The tests showed that adding …


Structural And Biological Properties Of Chitosan/Copper Polymetallic Complexes Synthesized From Apis Mellifera-Derved Chitosan, Dilnoza Sohibovna Isomitdinova, Gulnora Akmalovna Ikhtiyarova, Nazira Madusmanovna Kuchkarbayeva, Nafisa Akhrorovna Ergasheva Oct 2025

Structural And Biological Properties Of Chitosan/Copper Polymetallic Complexes Synthesized From Apis Mellifera-Derved Chitosan, Dilnoza Sohibovna Isomitdinova, Gulnora Akmalovna Ikhtiyarova, Nazira Madusmanovna Kuchkarbayeva, Nafisa Akhrorovna Ergasheva

Technical science and innovation

In this study, a chitosan/copper (Ch/Cu²⁺) polymetallic complex was synthesized from chitosan obtained by the cryogenic method from Apis mellifera bees. The structural and physicochemical properties of the complex were investigated using FTIR, UV-Vis, XRD, TGA, and DLS analyses. FTIR spectra showed shifts in absorption bands at 1400-1339 cm⁻¹ and 1640-1550 cm⁻¹, confirming the coordination of Cu²⁺ ions with amino and hydroxyl groups. UV-Vis spectra revealed absorption peaks in the 410-540 nm range, while XRD analysis indicated new crystalline peaks at 2θ = 24°, 27°, and 37°. Thermal analysis demonstrated high thermal stability of the complex, and DLS confirmed a …


Improvement Of Ultrasonic-Convective Equipment And Beetroot (Beta Vulgaris L.) Drying Process, Jasur Esirgapovich Safarov, Shakhnoza Abduvaxitovna Sultanova, R. M. Najafli Oct 2025

Improvement Of Ultrasonic-Convective Equipment And Beetroot (Beta Vulgaris L.) Drying Process, Jasur Esirgapovich Safarov, Shakhnoza Abduvaxitovna Sultanova, R. M. Najafli

Technical science and innovation

In the world, the air-dried food market is seeing rapid expansion, valued at USD 103.26 billion in 2021, out of which the Asia Pacific region consumed the maximum amount. The freeze-dried vegetable and fruit market is predicted to reach USD 132.7 billion by 2027. Processed vegetables are also exported to a large extent from India. Uzbekistan recorded excellent development in agriculture in 2024, with record harvests, better yields, and use of advanced machinery. Azerbaijan also demonstrated good agriculture growth and export performance. Beetroot has now been identified as a functional food containing bioactive compounds like betaines and dietary fiber that …


Development And Justification Of The Structurally-Free Rod Design For Composite Spindles Of Vertical-Spindle Cotton Picking Machines, Nortoji Baratovich Baratov Oct 2025

Development And Justification Of The Structurally-Free Rod Design For Composite Spindles Of Vertical-Spindle Cotton Picking Machines, Nortoji Baratovich Baratov

Technical science and innovation

At present, the light industry constitutes a significant share of the economies of leading countries around the world. Notably, the cotton industry holds a prominent position within the light industry sector. The cultivation of cotton fiber and the harvesting of mature crops without compromising fiber quality represent complex and delicate processes. In order to carry out these operations rapidly and efficiently, various cotton harvesting machines have been developed based on projects proposed by numerous researchers. Among these, the vertical spindle cotton picker is recognized as one of the earliest machines created for this purpose. Since its invention, the vertical spindle …


Structure And Principle Of Operation Of The Vibrational Pressing And Dehydration Unit For Semi-Soft Cheese, Qobiljon Akmal Ugl Muxiddinov, Shakhnoza Abduvaxitovna Sultanova, Azamat Bakir Ugli Usenov Oct 2025

Structure And Principle Of Operation Of The Vibrational Pressing And Dehydration Unit For Semi-Soft Cheese, Qobiljon Akmal Ugl Muxiddinov, Shakhnoza Abduvaxitovna Sultanova, Azamat Bakir Ugli Usenov

Technical science and innovation

This paper investigates the structural design and operational principles of a vibrational pressing and dehydration unit developed for semi – soft cheese production. The equipment is engineered to optimize whey expulsion and moisture uniformity in curd blocks by combining mechanical pressure with controlled vibration. The unit comprises a stainless – steel vibrating chamber, drainage plates with micro – perforations, and an adjustable frequency–amplitude control system. Vibrations in the range of 20–60 Hz are applied during pressing, promoting more efficient capillary flow and enhancing the separation of whey from curd particles. The process ensures uniform density and texture across the cheese …


Research And Innovation Update, October 15, 2025, Office Of The Vice President For Research And Innovation Oct 2025

Research And Innovation Update, October 15, 2025, Office Of The Vice President For Research And Innovation

Office of Research, Economic Engagement and Outreach

No abstract provided.


China’S Turn To Domestic-Led Growth: Replacing Consumption Taxes With Land Taxes?, Yilin Hou, Michael Kumhof, Lei Shao Oct 2025

China’S Turn To Domestic-Led Growth: Replacing Consumption Taxes With Land Taxes?, Yilin Hou, Michael Kumhof, Lei Shao

Center for Policy Research

As part of its turn towards domestic-led growth China plans to stimulate consumption, including through a reduction in consumption taxes. We compare two model-based scenarios in which the revenue losses from lower consumption taxes are replaced by higher income taxes or higher land taxes. The model is carefully calibrated to recent Chinese data, including detailed fiscal data. We find that higher income taxes lead to significant losses in output and incomes, while higher land taxes lead to significant gains. These gains are increasing in the share of land in net wealth, a statistic for which better data would be invaluable.


Evaluation Of Hypolipidemic And Hypoglycemic Effects Of Dillenia Indica L. On Alloxan-Induced Diabetic Rats, Md Mahfuj Alam Siddiq Oct 2025

Evaluation Of Hypolipidemic And Hypoglycemic Effects Of Dillenia Indica L. On Alloxan-Induced Diabetic Rats, Md Mahfuj Alam Siddiq

Student Scholarship

Context: Dillenia indica L. a tropical fruit-bearing plant native to South and Southeast Asia, has attracted scientific interest due to its rich phytochemical composition and potential therapeutic benefits in managing diabetes, lipid disorders, and oxidative stress. Objective: The objective of this study was to investigate the potential antidiabetic and lipid-lowering properties of D. indica fruit and bark extracts in a rat model of alloxan-induced type 2 diabetes. Methods: Diabetes was induced in rats using an intraperitoneal injection of alloxan (160 mg/kg) after a 12-hour fast. The chloroform fractions of D. indica fruit and bark (200 mg/kg) were administered intraperitoneally, with …


Graphrag-Enabled Local Large Language Model For Gestational Diabetes Mellitus: Development Of A Proof-Of-Concept, Edmund Evangelista, Fathima Ruba, Salman Bukhari, Amril Nazir, Ravishankar Sharma Oct 2025

Graphrag-Enabled Local Large Language Model For Gestational Diabetes Mellitus: Development Of A Proof-Of-Concept, Edmund Evangelista, Fathima Ruba, Salman Bukhari, Amril Nazir, Ravishankar Sharma

All Works

Background: Gestational diabetes mellitus (GDM) is a prevalent chronic condition that affects maternal and fetal health outcomes worldwide, increasingly in underserved populations. While generative artificial intelligence (AI) and large language models (LLMs) have shown promise in health care, their application in GDM management remains underexplored. Objective: This study aimed to investigate whether retrieval-augmented generation techniques, when combined with knowledge graphs (KGs), could improve the contextual relevance and accuracy of AI-driven clinical decision support. For this, we developed and validated a graph-based retrieval-augmented generation (GraphRAG)–enabled local LLM as a clinical support tool for GDM management, assessing its performance against open-source LLM …


Front Matter, Editors Of Osgoode Hall Law Journal Oct 2025

Front Matter, Editors Of Osgoode Hall Law Journal

Osgoode Hall Law Journal

Volume 62, Number 1


Finessing A Medical Expert’S Qualifications: From Professional Communities’ Boundaries To Personal Character, Patrick Garon-Sayegh Oct 2025

Finessing A Medical Expert’S Qualifications: From Professional Communities’ Boundaries To Personal Character, Patrick Garon-Sayegh

Osgoode Hall Law Journal

This article examines the kinds of arguments that can be made in debates regarding whether or not an expert is properly qualified to critique the work or opinions of another expert. Since these debates routinely occur in both legal and political arenas, a more fine-tuned sense of their argumentative dynamics can be fruitful for reasoning through them. This article is built around the analysis of a decision which concerned the admissibility of a physician’s testimony on the medical standard of care in a malpractice case. A detailed parsing of the arguments in that decision lays the groundwork for a theoretical …


Against Settlement In Transnational Business And Human Rights Litigation, Hassan M. Ahmad Oct 2025

Against Settlement In Transnational Business And Human Rights Litigation, Hassan M. Ahmad

Osgoode Hall Law Journal

In “Against Settlement,” Owen Fiss argued that settlement may not always be the optimal result of civil suits, particularly those that involve novel or ambiguous areas of law or ostensible power imbalances. That work spurred a range of scholarship around the merits and demerits of settlement. And although the settlement versus litigation debate is now almost four decades old, its currency persists in common law systems in which courts are, at times, called upon to expand or even re-envision doctrines or procedural rules. This article revisits that debate. It applies “Against Settlement” to transnational business and human rights litigation that …


Crim-Eviction: Eviction And Social Control At A Residential Tenancies Tribunal, Sarah Buhler Oct 2025

Crim-Eviction: Eviction And Social Control At A Residential Tenancies Tribunal, Sarah Buhler

Osgoode Hall Law Journal

Because eviction from rental housing can lead to highly negative outcomes, including homelessness, trauma, neighbourhood instability, and deepening inequities, it is important to understand the reasoning processes employed by tribunals when they wield the power of eviction. This article conducts a critical reading of decisions of the Office of Residential Tenancies, Saskatchewan’s residential tenancies tribunal, that deal specifically with urgent landlord applications for immediate eviction based on tenant behaviours that are alleged to be criminal, illegal, frightening, or dangerous. Coining the term “crim-eviction” to help describe this category of decisions, the article identifies that residential tenancies tribunals like the Office …


Reckoning With Queer History: The Canadian “Lgbt Purge” Case And The Limits Of Forgiveness, Daniel Del Gobbo Oct 2025

Reckoning With Queer History: The Canadian “Lgbt Purge” Case And The Limits Of Forgiveness, Daniel Del Gobbo

Osgoode Hall Law Journal

The Canadian government has a long history of regulation, exploitation, and violence against lesbian, gay, bisexual, trans, queer, and two-spirit (LGBTQ2S+) people. One of the most painful chapters in this history is the “LGBT Purge,” a term that refers to the expulsion of LGBTQ2S+ service members and employees from the Canadian Armed Forces, Royal Canadian Mounted Police, and Federal Public Service between 1955 and 1992. The LGBT Purge was the subject of a class action lawsuit filed in 2017 that resulted in a settlement agreement in 2018. On a parallel track to the settlement, Prime Minister Justin Trudeau issued a …


Sex Discrimination, Assimilation, And Austerity: The Untold Story Of Canada’S Indian Act, 1975-1985, Genevieve Renard Painter Oct 2025

Sex Discrimination, Assimilation, And Austerity: The Untold Story Of Canada’S Indian Act, 1975-1985, Genevieve Renard Painter

Osgoode Hall Law Journal

This article is about the misunderstood history of a Canadian law for determining Indian status, the decades-long struggle to remedy sex discrimination in the law, and the significance of judges writing history. Since before Canada’s confederation until amendments to the Indian Act in 1985, Indian women, unlike Indian men, lost their Indian status if they married non-Indians. Even with the 1985 amendments, the law still disadvantaged people who traced their Indian status along the female line. Facing a challenge to the law based on sex discrimination, the government argued that the enduring disadvantage to women was the only way to …


Doing Away With Racial Profiling In Policing Without Doing Away With The Rule Of Law, François Tanguay-Renaud Oct 2025

Doing Away With Racial Profiling In Policing Without Doing Away With The Rule Of Law, François Tanguay-Renaud

Osgoode Hall Law Journal

Since the turn of the millennium, Canadian appellate courts have been investing increasingly systematic efforts in demystifying and curtailing racial profiling in policing. These judicial efforts have so far been focused on the application of the legal criteria for arrest and detention as well as their regulation under section 9 of the Canadian Charter of Rights and Freedoms. In this article, I contend that this unidimensional approach is unsound and outline a corrective path forward. First, I argue that the prevailing judicial understanding of what racial profiling is and how it affects the lawfulness of arrests and detentions has the …


Disambiguating The Wrongs Of Racial Profiling In Policing And Championing Their Structural Remediation: A Reply, François Tanguay-Renaud Oct 2025

Disambiguating The Wrongs Of Racial Profiling In Policing And Championing Their Structural Remediation: A Reply, François Tanguay-Renaud

Osgoode Hall Law Journal

CANADIAN LAW JOURNALS have never been known for going out of their way to facilitate direct conversations between legal scholars working on cognate issues. However, if there is anything to the old liberal adage that the truth is more likely to emerge from the civil yet robust debating of competing ideas, the lack of opportunities for holders of rival views to respond, in real time, to each other’s arguments is deplorable. Therefore, I wish to commend the Osgoode Hall Law Journal for convening this timely scholarly exchange on the problematic phenomenon of racial profiling in Canadian policing and, more specifically, …


Racial Profiling And The Rule Of Law: A Reply, Terry Skolnik, Jeanne Mayrand-Thibert, Fernando Belton Oct 2025

Racial Profiling And The Rule Of Law: A Reply, Terry Skolnik, Jeanne Mayrand-Thibert, Fernando Belton

Osgoode Hall Law Journal

THIS VOLUME OF THE OSGOODE HALL LAW JOURNAL (OHLJ) contains two articles—and two replies—that explore racial profiling and the law. This academic exchange comes at a crucial moment. In Attorney General of Québec v Luamba (“Luamba”), the Court of Appeal of Quebec affirmed that the statutory police power to conduct roving traffic stops is unconstitutional because it results in arbitrary detentions and unconstitutional discrimination, neither of which were justifiable in a free and democratic society.


The Law Of Racial Profiling, Terry Skolnik, Jeanne Mayrand-Thibert, Fernando Belton Oct 2025

The Law Of Racial Profiling, Terry Skolnik, Jeanne Mayrand-Thibert, Fernando Belton

Osgoode Hall Law Journal

Racial profiling is one of the most enduring problems in policing. Yet it remains largely under-theorized, which generates important theoretical and practical implications. Racial profiling tends to be construed as an arbitrary detention rather than a form of unconstitutional discrimination. For this reason, the section 15 Charter right to equality plays little to no role in most leading cases on racial profiling. The legal framework that governs racial profiling lacks clarity and can be applied inconsistently. And the remedial landscape associated with racial profiling claims has evolved minimally. This article advances a novel approach to racial profiling that addresses these …


Tulp3 Quantitative Alleles Titrate Requirements For Viability, Brain Development, And Kidney Homeostasis But Do Not Suppress Zfp423 Mutations In Mice, Corinne A. Mccoy, Dorothy Concepcion, Mark G. Mezody, Raquel Lara, Ojas Deshpande, Catherine Liang, Renee Long, Bruce A. Hamilton Oct 2025

Tulp3 Quantitative Alleles Titrate Requirements For Viability, Brain Development, And Kidney Homeostasis But Do Not Suppress Zfp423 Mutations In Mice, Corinne A. Mccoy, Dorothy Concepcion, Mark G. Mezody, Raquel Lara, Ojas Deshpande, Catherine Liang, Renee Long, Bruce A. Hamilton

School of Medicine Publications

Tubby-like protein 3 (TULP3) regulates receptor trafficking in primary cilia and antagonizes SHH signaling. Tulp3 knockout mice are embryonic lethal with developmental abnormalities in multiple organs, while tissue-specific knockouts and viable missense alleles cause polycystic kidney disease. Human patients with TULP3 mutations present with variable, but often multi-organ fibrotic disease. We previously showed that mouse and human Tulp3 expression is negatively regulated by ZNF423, which is required for SHH sensitivity in some progenitor cell models. The level of TULP3 function required to prevent mutant phenotypes has not been known. Here we report a Tulp3 quantitative allelic series, designed …


Reverberations Of 2020: The Role Of The U.S. Racial Reckoning On Multicultural Engagement In Counseling, Dr. Donya D. Wallace, Dr. Teceta Tormala, Dr. Shreya Vaishnav, Wen Guo Oct 2025

Reverberations Of 2020: The Role Of The U.S. Racial Reckoning On Multicultural Engagement In Counseling, Dr. Donya D. Wallace, Dr. Teceta Tormala, Dr. Shreya Vaishnav, Wen Guo

Journal of Counselor Preparation and Supervision

The racial reckoning of 2020 and 2021 had profound effects on people. This study uses a retrospective design to examine differences in critical consciousness prior to 2020 and contemporarily among counseling students and professionals and whether critical consciousness predicts multicultural competence. Participants reported their current level of multicultural competence, and pre-2020 (retrospective) and current (contemporary) levels of critical reflection, critical motivation, critical action, and race-based critical consciousness. Participants reported higher levels on the contemporary critical consciousness measures than their retrospective assessments, suggesting that the high-impact events of 2020 raised their critical consciousness. There was no relationship between the critical consciousness …


Understanding Mental Health From A Learning Perspective, Liz Norell Oct 2025

Understanding Mental Health From A Learning Perspective, Liz Norell

Events

We hear plenty of alarms about students’ mental health challenges, with professors often feeling like they must become therapists and coaches in addition to instructors. In this workshop, we’ll talk about how mental health impacts our students’ abilities to engage in our classes and absorb class material/readings. Without requiring instructors to take on the emotional labor of managing students’ mental health, we’ll discuss things instructors can do to improve student learning by examining and reframing our pedagogical choices. Attendees will leave with ideas on how to craft their class sessions to improve student attention, engagement, and learning.


Wisdom, Wellbeing, And Peer Support Program: Addressing System-Based And Individual Job Stress, Richard J. Westphal, Margaret Plews-Ogan Oct 2025

Wisdom, Wellbeing, And Peer Support Program: Addressing System-Based And Individual Job Stress, Richard J. Westphal, Margaret Plews-Ogan

Creating Healthy Work Environments (CHWE)

The presented program is an evidenced-based and evidence-informed program to help the health care workforce be their best together. Full health system implementation followed a pilot-test and program evaluation in a high-stress unit. The program is constructed on three pillars that address and integrate individual, team, and organizational factors: (1) Peer support; (2) Resilience; and (3) Optimization of the systems in which people work.

Detailed abstract is attached to this item record.


The Top 10 Ideas To Consider When Revising Your Mission Statement, Charlotte Swint, April Tabor, Eileen Thrower Oct 2025

The Top 10 Ideas To Consider When Revising Your Mission Statement, Charlotte Swint, April Tabor, Eileen Thrower

Creating Healthy Work Environments (CHWE)

This session will discuss ideas to consider when an organization is reviewing its mission statement. Members of a university’s Mission and Philosophy Committee will share lessons learned from a recent experience with reviewing and revising a mission statement.

Detailed abstract attached.


Learning About Stability Of Risk Preferences, Levon Barseghyan, Francesca Molinari, Joshua C. Teitelbaum Oct 2025

Learning About Stability Of Risk Preferences, Levon Barseghyan, Francesca Molinari, Joshua C. Teitelbaum

Georgetown Law Faculty Publications and Other Works

Classical theories posit that risk preferences are stable across decision contexts. Two branches of empirical literature assess this claim. Structural approaches examine within-person consistency of model-based estimates of risk aversion, while “model-free” approaches examine within-person correlations of risky choices. We elucidate the latent structure underlying the model-free approach. Using this structure, we develop a new approach to assessing preference stability that has stronger testable implications, and we partially identify features of stability and heterogeneity of risk preferences. Our study illustrates a general principle: partial identification through minimal assumptions grounded in economic theory robustly bridges fully structural and model-free methods.