Digital Commons Network^™

Data And Code For: Combined Effects Of Forest Fire And Climate Warming On Seasonal Snow In The Western Oregon Cascades, Joseph D. Vigil

Environmental Science and Management Datasets

This dataset supports a study examining the combined effects of forest fire and climate warming on seasonal snow in the Breitenbush watershed of the western Oregon Cascades. The archive includes daily SnowModel snow water equivalent outputs for forested, current post-fire, mid-century, and end-century climate scenarios; field meteorological and manual snow observations; station metadata; modified SnowModel code used to represent post-fire snow-albedo decay; and R code used to calculate snow metrics and statistical comparisons reported in the associated manuscript. Derived results and documentation are included to support reproduction of the primary analyses.

Using Low-Cost Sensors For Source Attribution And Health Assessment: An Air Quality Study In Brownsville, Texas, Sai Deepak Pinakana, Kabir Bahadur Shah, Daniel Jaffe, Juan L. Gonzalez, Owen Temby, Gabriel Ibarra-Mejia, Amit U. Raysoni

School of Earth, Environmental, & Marine Sciences Faculty Publications

Air quality monitoring remains a challenge in areas lacking or having sparse federal monitoring infrastructure, posing significant barriers to public health research. This study demonstrates the usage of low-cost sensors in addressing gaps in air quality monitoring, source attribution, and health risk assessment in a Brownsville, TX neighborhood impacted by emissions from a barite and celestite mineral processing unit. PM2.5 concentrations were measured using PurpleAir sensors deployed across three residential locations, with the site nearest to the processing unit recording a 24-h averaged PM2.5 concentration of 25.12 μg/m3—approximately 2.79 times higher than the nearest Texas Commission of Environmental Quality (TCEQ) …

Academic.Journey_Scan30, Fcrh Honors Program

Exhibit '75 Years of the Honors Program

A booklet depicts the trajectory of Honors students’ academic journeys, detailing coursework opportunities, students’ experiences from study abroad, and Honors Program traditions from year to year.

Proactive Safety Reasoning In Human-Robot Collaboration In Disassembly Through Llm-Augmented Stpa And Fmea, Morteza Jalali Alenjareghi, Fardin Ghorbani, Samira Keivanpour, Yuvin Adnarain Chinniah, Sabrina Jocelyn

Études primaires

Disassembly tasks in human–robot collaboration (HRC) environments present safety challenges due to hazardous materials, control system variability, and physically demanding operator tasks. To address these challenges, we propose an AI-augmented risk assessment framework integrating System-Theoretic Process Analysis (STPA) and Failure Mode and Effects Analysis (FMEA). This framework is implemented in four configurations: Term Frequency– Inverse Document Frequency (TF-IDF), Fine-tuned Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), and RAG with a structured Knowledge Graph (KG) built from safety standards. The system supports real-time, standards-compliant safety reasoning by generating interpretable, context-specific recommendations. We evaluate these configurations across GPT-3.5 TURBO, GPT-4o, GPT-4.1, and …

Analysis Of The Functional And Acoustical Comfort Of Earplugs Experienced By A Group Of Workers In Canadian Companies And Identification Of The Influencing Variables, Bastien Poissenot-Arrigoni, Olivier Doutres, Alessia Negrini, Djamal Berbiche, Franck Sgard

Études primaires

Earplugs are essential for hearing protection in noisy workplaces, but their effectiveness depends heavily on user comfort, which influences proper and consistent use. This study explores functional and acoustical comfort experienced by 173 workers across Canadian companies, each testing different ’disposable or reusable’ earplug models over seven weeks. Comfort is assessed using detailed questionnaires covering six subdimensions: ease of insertion and removal, noise protection, impact on work, and discomfort related to internal and external noise perception. Linear mixed-effects models are applied within a triad framework encompassing person-, earplug-, and environment-related characteristics in order to identify those with a significant influence …

A Scalable Magnetic Field Mapping Approach For Pouch-Type Lithium-Ion Batteries, Luiz G.C. Melo, Chun H. Law

Études primaires

Ensuring safety in energy storage systems increasingly relies on advanced diagnostic tools, among which magnetic field mapping plays a critical role. This work aims to develop and validate a high-sensitivity magnetic field sensor array for accurate field mapping and preliminary battery diagnostics. We present a 4 × 4 array of magnetic sensors integrated with a calibration procedure to ensure accurate output. The system was experimentally tested by characterizing the magnetic field generated by two planar copper conductors. Finite element simulations were performed for comparison and validation. Experimental measurements exhibited strong agreement with the simulation results, confirming the reliability of the …

If Only Pickups And Vans Could Fly: Vehicle Maintenance And The Challenge Of Safely Lifting Large Vehicles On A Two-Post Lift, Damien Burlet-Vienney, Sylvie Beaugrand, Maud Gonella, Bertrand Galy, Élise Ledoux

Études primaires

The use of automotive lifts requires mechanics to work under or near a multi-ton load. Based on consultation with stakeholders, pickups and vans appear to pose problems when raised using two-post above-ground lifts (2PAG lifts), the most common type of automotive lift in garages. The aim of this study is therefore to highlight the work activity performed by mechanics when raising pickups and vans on 2PAG lifts and to describe the factors they take into account to ensure vehicle stability. Data collection took place under actual conditions in five garages. A total of 108 lifting situations were filmed and analyzed, …

Lung Inflammation From Daily Exposure To Airborne Particulate Matter In A Trade School, Kynda Tinawi, Céline Plante, Alan Da Silveira Fleck, Édith Giasson, Isabelle Valois, Caroline Couture, Eva Suarthana, Maximilien Debia, Audrey Smargiassi

Études primaires

Background Workers are exposed daily to various airborne chemical agents, however, associations between daily exposures to particulate matter and lung inflammation in occupational settings have been little explored. Objective To estimate the association between daily occupational exposure to respirable (PM4 and PM2.5), ultrafine particles, their oxidative potential, and fractional exhaled nitric oxide within apprentices in a school of construction trades. Methods We used a repeated measures design over 5 consecutive days in 56 apprentices from 3 construction trade sectors (bricklaying, welding, and carpentry). Fractional exhaled nitric oxide was measured each day post-work. Personal and work area daily PM4 were collected …

Early Drowsiness Detection Via Second-Order Derivative Analysis Of Heart Rate Variability: A Non-Contact Ecg Approach With Machine Learning, Fabrice Vaussenat, Abhiroop Bhattacharya, Julie Payette, Alireza Saidi, Victor Bellemin, Geordi-Gabriel Renaud-Dumoulin, Sylvain G. Cloutier, Ghislain Gagnon

Études primaires

Drowsy driving contributes to roughly 20% of traffic fatalities, yet most detection systems rely on behavioral cues that appear only after impairment has set in. Here we ask whether first and second derivatives of heart rate variability (HRV) can detect pre-crash states earlier than conventional approaches. Twenty-five participants completed 49 driving simulator sessions while we recorded cardiac activity through capacitive ECG electrodes embedded in the seat backrest—a non-contact method that avoids the privacy concerns of camera-based monitoring. To prevent circular evaluation, ground truth labels were based solely on crash proximity rather than HRV-derived scores. The combined HRV feature set (conventional …

Managing Complexity: Manager-Stakeholder Communication, Relational Dynamics, And The Dual Nature Of Rtw Communication, H. Bertolini, Marc Corbière, Alessia Negrini, Nadine Larivière, Patrizia Villotti, Dominic Prévost, Meryl Caiada, Jason Amorim, Fergal O'Hagan

Études primaires

Purpose

The return to work (RTW) process of worker absent due to common mental disorders (CMD) or musculoskeletal disorders (MSD) represents a complex challenge that involves multiple stakeholders. The aim of this study was to examine how managers perceive the factors that facilitate or hinder communication with other stakeholders during the RTW process.

This qualitative study was based on four focus groups conducted in Canada (Quebec and Ontario) with 18 managers.

Thematic analysis identified five themes related to facilitators and seven themes related to communication obstacles. Among the main facilitators, trust, clarity, and collaboration emerged as key elements …

Tracking Vigilance While Driving: Pilot Study Of Heart Rate Variability Classification Under A Controlled Sleep-Deprivation Protocol, James Elber Duverger, Eli Moser, Philippe Boudreau, Marie Claude Ouimet, Diane B. Boivin, Alireza Saidi

Études primaires

Decreased vigilance associated with drowsiness is a major cause of motor vehicle crashes, but its physiological characterization and detection remain difficult due to behavioral and environmental confounding factors. This study presents an original experimental framework combining a highly controlled sleep-deprivation protocol, repeated driving simulations, and a machine-learning-based heart rate variability (HRV) analysis to study the physiological and behavioral changes in vigilance during a prolonged period of wakefulness while driving. Twelve healthy young adults participated in a 30-h sleep-deprivation constant routine protocol that included driving simulations every two hours, with data collection: electrocardiography (ECG), subjective ratings of drowsiness, psychomotor vigilance test, …

Slc22a3/Oct3 Drives Serotonin-Mediated Stemness In Pancreatic Cancer, Nivedeta Krishna Kumar, Venkatesh Varadharaj, Neelanjana Gayen, Annant Bir Kaur, Kirtana Arikath, Ashu Shah, Poompozhil Mathivanan, Palanisamy Nallasamy, Zahraa Wajih Alsafwani, Bhuvaneshwari Seshadri, Pratima Raut, Sanchita Rauth, Jimmie Persinger, Sandipan Brahma, Micah Schott, Rebecca E. Oberley-Deegan, Geoffrey A. Talmon, Jesse L. Cox, Surinder K. Batra, Moorthy P. Ponnusamy

Journal Articles: Biochemistry & Molecular Biology

Pancreatic cancer (PC) is a highly aggressive malignancy, with cancer stem cells (CSCs) playing a critical role in metastasis, therapy resistance, and recurrence, thereby presenting significant treatment challenges. Emerging evidence suggests that normal embryonic and adult progenitor stem cells share common gene signatures with CSCs. However, the early pluripotency-associated factors and stemness programs that become aberrantly reactivated during oncogenic transformation remain poorly defined. Here, we identify SLC22A3/OCT3 (Solute Carrier Family 22 Member 3) as a reactivated embryonic-associated signature that regulates PC stemness. SLC22A3 is markedly upregulated in CSC-enriched populations, and its silencing in PC cells grown in both 2D cultures …

Rac1 Gtpase Regulates The Scfβtrcp-Mediated Degradation Of Claspin And The Cellular Response Of Pancreatic Cancer Cells To Gamma Rays, Neha Chaudhary, Tabbatha N. Somers, Surinder K. Batra, Ying Yan, Michel M. Ouellette

Journal Articles: Biochemistry & Molecular Biology

BACKGROUND/OBJECTIVES: Pancreatic ductal adenocarcinomas (PDACs) are lethal tumors exhibiting resistance to most cancer therapeutics, particularly DNA-damaging agents. The

METHODS: Western blot analyses were used to assess the impacts of Rac1 inhibition on the components of the ATR/Chk1 cascade.

RESULTS: Here, we show that Rac1 inhibition disrupts ATR/Chk1 signaling by promoting degradation of Claspin, a key component of the fork protection complex needed for the Ser345-phosphorylation of Chk1 by ATR. In PDACs and normal pancreatic ductal cells, Rac1 inhibition (via inhibitors or siRNA) decreased Claspin protein levels without affecting its mRNA, reflecting a >3-fold reduction in Claspin's half-life. Claspin contains a …

Acceptability, Usability, And Clinical Integration Of A Clinic-Based Digital Game For Hpv Education: Qualitative Perspectives From Adolescents, Parents, And Healthcare Providers, Elizabeth Reifsnider, Satya Subedi, Nouran Ghonaim, Megan Whaley, Angela Chia-Chen Chen

Ellmer School of Nursing Faculty Publications

Background/Objectives: HPV vaccination is safe, effective, and recommended at ages 11–12, yet uptake remains suboptimal. Serious video games may offer an innovative strategy to deliver brief, engaging education during clinic visits. This qualitative paper, embedded within a mixed-methods study, examined adolescents’, parents’, and healthcare providers’ (HCPs’) perceptions of the acceptability, usability, and perceived clinical applicability of HPV Detective, a tablet-based digital game designed to provide HPV-related education to parent–child dyads during pediatric clinic wait times. Methods: Eight adolescent–parent dyads (N = 16) and three HCPs from university-affiliated pediatric clinics participated in 30–60-min semi-structured Zoom interviews. Interviews were audio-recorded, transcribed, and …

Increasing Hpv Vaccination Among Early Adolescents Using A Game-Based Digital Intervention: A Randomized Controlled Trial, Angela Chia-Chen Chen, Lihong Ou, Elizabeth Reifsnider, Kimberly Arcoleo, Ashish Amresh, Michael Todd

Ellmer School of Nursing Faculty Publications

Background/Objectives: Human papillomavirus (HPV) vaccination coverage among adolescents remains below public health targets despite strong evidence of vaccine effectiveness in preventing HPV-related cancers. Digital interventions (e.g., serious games) may improve HPV vaccine uptake, but evidence for effects on vaccination behavior remains limited. Methods: This secondary analysis of a randomized controlled trial evaluated a co-designed, game-based digital intervention to increase HPV vaccine initiation among unvaccinated youth aged 11-14 years and their parents. The sample included 64 parent-adolescent dyads (33 intervention and 31 usual care dyads). The primary outcome was HPV vaccine initiation at 2-month follow-up. Results: A significantly greater proportion of …

The Asymmetric Effect Of Social Connection And The Cumulative Damage Of Comorbidities On Physical And Mental Health Of Older Virginians, Newton Ochoki, Lynn Wiles, Peijia Zha, Vince Falco, Carielle Joy Rio, Jonathan Romero, Leorey N. Saligan

Ellmer School of Nursing Faculty Publications

Objectives

This study explored relationships of social connection with physical and mental health in older adults, specifically examining the effects of comorbidities on these relationships and the influence of sociodemographic variables on the strength of these associations.

Methods

This cross-sectional study enrolled 174 community-dwelling adults aged 60 years and older residing in Hampton Roads, Virginia, USA. Data were collected from April to August 2025. Hierarchical linear regression analyses examined the associations of social connection with physical and mental health. Moderated mediation analysis examined if comorbidities mediated these relationships and whether sociodemographic factors moderate the strengths of these associations.

Results

In …

Feeding Mode Is Associated With Infant Night Sleep Trajectories During The First Postnatal Year, Magdalena Olson, Li Liu, Elizabeth Reifsnider, Dean V. Coonrod, Sarada S. Panchanathan, Megan E. Petrov, Corrie M. Whisner

Ellmer School of Nursing Faculty Publications

Background: Short sleep and formula feeding during infancy are associated with increased risk of childhood obesity. Feeding practices and sleep arrangements vary during infancy and may also be dynamic, yet their impact on infant night sleep duration remains unclear. Understanding these relationships is crucial for formulating recommendations to support breastfeeding and address sleep concerns. Objective: We examined the association between feeding mode and parent-reported infant night sleep duration during the first postnatal year, while additionally evaluating night-weaning and bedsharing as contextual sleep-related practices. Methods: Infants in the Phoenix Metropolitan Area (n = 193) were followed up at 3, 8, 13, …

Skeletal Muscle Myofiber Development In Non-Human Primate Offspring Deprived Of Estrogen In Utero, Phillip J. Gauronskas, Terrie J. Lynch, Eugene D. Albrecht, Gerald J. Pepe

Department of Biomedical and Translational Sciences Faculty Publications

Introduction: We previously showed that baboon offspring born to mothers deprived of estrogen during the second half of gestation exhibited insulin resistance prior to and after the onset of puberty. Moreover, the size of skeletal muscle myofibers and the number of microvessels important for delivery of insulin/glucose to myofibers were lower in near-term fetuses deprived of estrogen during pregnancy, and myofiber capillarization remained reduced in post-pubertal offspring deprived of estrogen in utero. However, it remains to be determined whether skeletal muscle size is restored to normal in animals deprived of estrogen in utero after the onset of puberty/gonadal estrogen production. …

Hu308, A Selective Cannabinoid Type-2 Receptor Agonist, Mitigates Sars-Cov-2 Spike Protein-Induced Acute Lung Injury In Mice, Janette Lockett, Gregory Nicholson, Nicholas Richards, Ryan Washington, Nagaraja Nagre

Department of Biomedical and Translational Sciences Faculty Publications

Introduction

The coronavirus disease 2019 (COVID-19) pandemic, caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), continues to pose major health challenges despite effective vaccination efforts. The sustained occurrence of breakthrough infections and emerging variants of the virus highlights the need for additional therapeutic strategies. Given the anti-inflammatory role of the cannabinoid type 2 receptor (CB2R), we examined the effect of CB2R activation in SARS-CoV-2 spike protein subunit 1 (S1SP)-induced acute lung injury (ALI).

Methods

ALI was induced in mice by intratracheal (i.t.) administration of S1SP, followed by treatment with the CB2R agonist HU308 (5 mg/kg, intraperitoneal: i.p.) 1 h …

Pancreatic Cancer Detection Consortium Biomarker Bakeoff: A Phase Ii Blinded Biomarker Validation And Panel Discovery Study, Ann L. Oberg, William R. Bamlet, Grant Izmirlian, Seetharaman Balasenthil, Surinder K. Batra, Masataka Hayashi, Daniel S. Herman, Michael A. Hollingsworth, Maneesh Jain, Ann M. Killary, Brianna M. Krusen, Suyu Liu, Shounak Majumder, Gopalakrishnan Natarajan, Subrata Sen, Lynette M. Smith, Sudhir Srivastava, Brian M. Wolpin, Kenneth S. Zaret, Michael G. Goggins

Journal Articles: Biochemistry & Molecular Biology

PURPOSE: The Pancreatic Cancer Detection Consortium (PCDC) performed a blinded Early Detection Research Network-defined phase II biomarker bakeoff study of blood-based biomarker panels. The aims were to evaluate panel performance, to compare the panels' performance with that of cancer antigen 19-9 (CA19-9) alone, and to evaluate the performance of new combinations of the individual biomarkers.

EXPERIMENTAL DESIGN: Ten biomarkers representing eight biomarker panels and CA19-9 were evaluated using plasma, serum, and germline DNA from 140 stage I to IV pancreatic ductal adenocarcinoma (PDAC) cases and 140 controls from three tertiary care institutions, with controls frequency matched to cases on age …

Overcoming Radiation Resistance: Ferroptosis Induction To Sensitize Solid Tumors To Radiation Therapy, Joseph Carmicheal, Caden M. Fritson, Alexandra Seas, Heidi M. Vieira, Surinder K. Batra

Journal Articles: Biochemistry & Molecular Biology

Radiation therapy (RT) is a mainstay of treatment for a myriad of cancers, often utilized for tumors that are unable to be resected, as well as an adjunct to surgery and chemotherapy. Unfortunately, many cancers are resistant to RT-induced damage and subsequent cell death. This has spurred the pursuit of novel radiation sensitizers that could potentiate the effects of this widely used and important treatment modality. Since its discovery as a regulated cell death mechanism in 2012, ferroptosis has been studied for its connection to cancer and other known oxidative pathways. With this, the interplay between RT and ferroptosis in …

Activist Judicial Restraints, Michael Gentithes

Akron Law Faculty Publications

For decades, jurists and scholars have touted the virtues of judicial restraint—a characteristic of judges who only adjudicate issues they are competent to resolve, thereby avoiding political thickets and preserving their authority. Judicial restraint is ingrained in justiciability doctrines that emanate from Article III of the Constitution. When applied evenhandedly, standing requirements, the political question doctrine, and prudential manageability prerequisites to litigation help the Court maintain an appropriately restrained docket.

The Roberts Court falls well short of this restrained ideal in potentially dangerous and destructive ways. The Court has changed justiciability doctrines into “activist judicial restraints” that, rather than avoiding …

Ticket To Ride, Dakota Jenkins Rn, Darbi Brewer Bsn, Rn, Jedidiah Miller Bsn, Rn, Mattison Comer Bsn, Rn

Nurse Residency Posters

OhioHealth Berger Hospital

Changing Student Perspectives On Alcohol, Smoking & Vaping Through The Use Of Tetrahymena, Courtney Hausner, Douglas L. Chalker, Alexandra Forgerson, Carol E. Colaninno, Alison Brockhouse, Rachel Ruggirello

Institute for School Partnership: Research & Publications

We describe the redesign and classroom testing of an Advancing Secondary Science Education through Tetrahymena (ASSET) module addressing adolescent alcohol, smoking, and vaping. Using the 5E instructional model, the module has students investigate how alcohol, cigarette smoke extract, and vape extract affect the ciliated protozoan Tetrahymena, an accessible proxy for effects on ciliated human respiratory cells. Students analyze public health data, conduct guided and self-designed investigations, and create outreach posters communicating evidence-based risks to peers. We report on observations from two classroom implementations, describing gains in students' ability to articulate toxicology concepts, connect cellular findings to whole-body health, and express …

Improving Patient-Centered Communication To Reduce Falls In A Suburban Community Hospital, Shaun Craig Dickson

Yale School of Nursing Digital Theses

Inpatient falls remain a significant and often preventable patient safety concern that cause harmand increase health delivery costs for health systems across the United States. Communication barriers between bedside clinicians and their patients are a known contributor to falls. This Doctor of Nursing Practice (DNP) quality improvement project evaluated whether a structured communication intervention could reduce falls by improving communication in a suburban community hospital. This project was implemented on a 30-bed Observation-Medical-Surgical unit. Nurses and Patient Care Technicians (PCTs) were trained in using the Plain Language, Engagement, Empathy, Empowerment and Respect (PEEER) Model of Communication to deliver individualized fall …

Increasing Adherence To Cognitive Behavioral Therapy Among Patients With Major Depressive Disorder, Tina Ho

Yale School of Nursing Digital Theses

Major depressive disorder (MDD) is a prevalent psychiatric condition that significantlyimpairs daily functioning, cognitive performance, and overall quality of life. Evidence-based interventions, including pharmacotherapy and psychotherapy, are effective in managing MDD, with cognitive behavioral therapy (CBT) recognized as one of the most empirically supported treatments (Cuijpers et al., 2016). Interventions are needed to improve adherence to CBT to reduce relapse rates by addressing barriers to engagement and supporting sustained participation in treatment. This project developed and implemented a standardized protocol to improve CBT adherence among patients with MDD newly referred for combined CBT and medication management. A new ‘barriers form’ …

Is Bruen The New Usery?, Tonja Jacobi, Cory Conley

Faculty Articles

In 2022, in New York State Rifle & Pistol Ass’n v. Bruen, the Supreme Court revolutionized the Second Amendment, achieving the long-held conservative goal of limiting gun restrictions by imposing an expansive, originalist view of the right to bear arms. However, within just three years, Bruen is showing cracks. Lower court judges are struggling mightily to apply it and are expressing their frustrations in exceptionally frank ways. And already the Supreme Court, in Rahimi v. United States, was forced to reconsider its approach. The Court has been here before, when it tried to revitalize the Tenth Amendment in …

Unmasking Impression Management: Large Language Models For Detecting Socially Desirable Responding In Open-Ended Situational Judgment Tests, Barret Vermilion

Graduate Studies Theses and Dissertations 2026

Socially desirable responding (SDR) — the tendency to present oneself in an overly favorable light — remains a persistent validity concern in industrial-organizational psychology. Contemporary theory frames SDR as multidimensional, distinguishing agentic impression management (AM; inflating competence, dominance, and achievement) from communal impression management (CM; inflating warmth, cooperation, and prosocial qualities). Existing measures of AM and CM rely on self-report, which captures these constructs only at the level of generalized trait-like tendencies rather than as they naturally unfold in applicants' own language. This dissertation proposes a text-based alternative: detecting AM and CM in open-ended situational judgment tests (SJTs) of Big …

Reclaiming Constitutional Authority Of Algorithmic Power, Yiyang Mei, Michael J. Broyde

Faculty Articles

Whether and how to govern AI is no longer a question of technical regulation. It is a question of constitutional authority. Across jurisdictions, algorithmic systems now perform functions once reserved to public institutions: allocating welfare, determining legal status, mediating access to housing, employment, and healthcare. These are not merely administrative operations. They are acts of rule. Yet the dominant models of AI governance fail to confront this reality. The European approach centers on rights-based oversight, presenting its regulatory framework as a principled defense of human dignity. The American model relies on decentralized experimentation, treating fragmentation as a proxy for democratic …

Parametric Study Of Yields And Properties Of Corn Stover-Derived Hydrothermal Liquefaction Products By Using Statistical Approaches, Isamu Umeda, Meicen Liu, Jiefu Wang, Yi Zheng, Zhiwu Wang, Jaya Shankar Tumuluru, Sandeep Kumar

Civil & Environmental Engineering Faculty Publications

Hydrothermal liquefaction (HTL) of lignocellulosic biomass produces multiple product fractions, including solid residue (SR), heavy bio-oil (HBO), aqueous phase (AP), and light bio-oil (LBO). This study mainly applied principal component analysis (PCA) and regression modeling to predict AP solution weight, LBO weight and fuel characteristics, and HTL wastewater biodegradability, as well as to improve prediction accuracy for SR and HBO under various operating conditions (temperature: 250–350 °C, residence time: 5–60 min, and the combined solid loading of three batches: 15–45 g). A complementary relationship between SR and AP weights found in PCA enabled the estimation of AP weight based on …