Digital Commons Network^™

Open Secrets, Robin C. Feldman, Vaughn Goehrig

Faculty Scholarship

Patents and trade secrets were never intended to meet, but in the world of biologic drugs, they've become as thick as thieves. Patent law's disclosure requirement has demanded far too little of biologics manufacturers-allowing them to keep vital manufacturing details under trade secret lock and key. This intellectual property patchwork has been devastating for drug affordability: Because the most critical manufacturing information remains hidden, makers of follow-on biologics (called biosimilars) are often stuck reinventing the wheel, even after the original patents have expired.

This Article makes two principal contributions to illuminating this problem. First, it presents, for the first time …

Medical Device Dangers: Choosing Ignorance In The Courts And At The Fda, George Horvath

Faculty Scholarship

Medical devices save lives and improve well-being but have caused as many as 83,000 deaths and 1.7 million injuries in a recent decade. Decisions of critical importance—patients’ decisions whether to have a device implanted, doctors’ decisions about which device to use, insurers’ decisions whether to reimburse for those devices—depend on information about risk that is provided by manufacturers. But producing this information is costly. Injured patients, through private lawsuits under state products liability theories, can incentivize device manufacturers to incur these costs and to produce and disclose information about device risk. Unfortunately, courts are making it increasingly unlikely that this …

A Deal's A Deal: The Obvious Problem In Patent Law, Robin C. Feldman, Gideon Schor

Faculty Scholarship

Critics and industry alike agree that something is amiss in the market for medicines: Drug prices continue to rise, while various players point fingers, attributing the problem to different systemic inefficiencies. At the heart of this problem, however, lies the patent system, which provides the power that drives many of the strategic behaviors discussed in the literature.

A Deal’s a Deal suggests that a key element of patent law — obviousness doctrine — has been overlooked in the search for causes and solutions of the many distortions in pharmaceutical markets. This uniquely comprehensive Article examines obviousness doctrine from numerous angles: …

Amino Acids And Lean Mass Accretion In Preterm Neonates, Antonio C Ramos Dos Santos, Marta L Fiorotto, Teresa A Davis

Faculty, Staff and Students Publications

Purpose of review: This review evaluates recent evidence on how total protein and energy intake, amino acid composition, and nutrient delivery modality influence protein synthesis in preterm neonates, with the goal of informing nutritional strategies to support optimal lean mass accretion and growth.

Recent findings: Preterm neonates exhibit anabolic resistance to feeding due to impaired insulin and amino acid signaling in skeletal muscle. Enteral nutrition, especially fortified human milk, supports better lean mass accretion and neurodevelopment than parenteral nutrition. Intermittent bolus feeding and pulsatile leucine supplementation during continuous feeding further enhance mTORC1-dependent translation initiation signaling and protein synthesis efficiency in …

Phase I Study Of Niraparib With Radiotherapy For Treatment Of Metastatic And Locally Advanced Invasive Carcinoma Of The Cervix (Nivix), Piyush Pathak, Eunji Jo, Susan Hilsenbeck, Matthew L Anderson, Alfredo Echeverria, Shelly Sharma, Jan Sunde, Tracilyn Hall, Anthony Costales, Claire Hoppenot, Michelle Ludwig

Faculty, Staff and Students Publications

Introduction: This Phase I study evaluated the safety and tolerability of concurrent niraparib, an oral poly(ADP-ribose) polymerase (PARP) 1/2 inhibitor, with definitive radiotherapy in women with locally advanced or platinum-sensitive metastatic cervical cancer. Dose escalation followed a Bayesian Optimal Interval (BOIN) design with a target dose-limiting toxicity (DLT) rate of 30%.

Methods: Women ≥18 years with FIGO stage IIIC2 (bulky nodes >1 cm) or stage IV cervical cancer demonstrating response to platinum-based induction chemotherapy were eligible. Niraparib 100 mg was administered daily concurrent with pelvic radiotherapy (45-57.5 Gy via IMRT with nodal boosts) and brachytherapy, continuing 28 days post-radiation. Per …

Benefits Of Prehabilitative Exercise On Physiological, Functional And Patient-Reported Outcomes In Patients Undergoing Oncologic Surgery: A Systematic Review And Meta-Analysis, Natália Casagrande, Favil Singh, Anderson Rech, Régis Radaelli, Bruna M. Paniz, Guilherme T. Silvestro, Guilherme N. Eberhardt, Janaína Brollo, Maximiliano C. Kneubil, Claudio P. Júnior, Pedro W.M. De Almeida, Maria Cristina F. Magalhães, Francesco Bettariga, Pedro Lopez

Research outputs 2022 to 2026

Purpose: Prehabilitation, delivered between cancer diagnosis and surgery, may enhance functional reserve and improve tolerance to surgical stress, but evidence remains conflicting across cancer types and outcomes. We aimed to evaluate the effects of prehabilitative exercise on physiological, functional, and patient-reported outcomes in patients undergoing oncologic surgery.

Methods: A systematic review and meta-analysis was conducted (PROSPERO: CRD420251072796). Randomized controlled trials comparing structured exercise interventions with usual care in adults undergoing oncologic surgery were included. Searches were performed across seven databases until June 2025. Outcomes included cardiorespiratory fitness, muscle strength, physical function, fatigue, psychological distress, and quality of life. A three-level …

Governing Professional Mobility: An Llm-Assisted Framework And Empirical Taxonomy Of Health-Professional Mobility Agreements, David C. Benton, Andrew D. Benton

Research outputs 2022 to 2026

Background: Health-professional mobility agreements (eg, compacts, mutual recognition arrangements, memoranda of understanding) are increasingly used to address workforce shortages, support crossborder practice, and enable new technology-mediated modes of service delivery. Regulators need rapid, reproducible ways to assess whether such instruments protect the public while facilitating proportionate professional mobility.

Purpose: To develop and internally test a 10-dimension, 41-subdimension assessment framework for health-professional mobility agreements; examine whether large language model (LLM)–assisted coding can approximate expert legal regulatory assessment; and derive an empirical taxonomy of mobility and other similar instruments.

Methods: A focused documentary synthesis of legal instruments, academic literature, and intergovernmental guidance …

Machine Learning Prediction Of Incident Hypertension In Australian Men: Integrating Survey, Pharmaceutical And Healthcare Utilisation Data From The Ten To Men Cohort, Ebenezer Afrifa-Yamoah, Emmanuel Peprah-Yamoah, Victor Opoku-Yamoah, Eric Adua

Research outputs 2022 to 2026

Background: Hypertension is a leading modifiable contributor to cardiovascular disease. We developed and evaluated machine learning models to predict incident hypertension in Australian men using baseline survey data linked to pharmaceutical (PBS) and healthcare utilisation (MBS) administrative records from the Ten to Men cohort.

Methods: Among 13,519 men free of hypertension at baseline (2014), incident hypertension over 10 years was ascertained from PBS antihypertensive dispensing. Twenty-five baseline features spanning sociodemographic, anthropometric, lifestyle, clinical and administrative domains were used to train logistic regression, random forest, gradient boosting and XGBoost models, evaluated by five-fold cross-validation with out-of-fold prediction. Discrimination, calibration and threshold-based …

Relationships Between Physical Performance Characteristics And Match Characteristics Of English Academy Soccer Players, B. Dickinson, P. Jones, P. Comfort

Research outputs 2022 to 2026

The aim of this study was to determine the relationships between physical performance and match characteristics of Elite academy soccer players using pooled data across U15, U16, U18, U23 age groups. Sixty elite academy soccer players including u15 (Subject: N = 15; age: 14.64 ± 0.25; mass: 59.88 ± 9.12 kg; height: 171 ± 6.69 cm), u16 (Subject: N = 15; age: 15.42 ± 0.36; mass: 65.11 ± 8.70 kg; height: 175 ± 7.21 cm), u18 (Subject: N = 15; age: 17.00 ± 1.00; mass: 72.85 ± 7.43 kg; height: 179 ± 6.43 cm), u23 (Subject: N = 15; age: …

Single Joint Assessment Of Isometric Plantarflexor Force Characteristics Using Portable Force Plates: A Systematic Review Of Methods And Reliability, James Williams, Paul Comfort, Nicholas J. Ripley, Jack T. Fahey, Ritchie Barber, Christopher Bramah

Research outputs 2022 to 2026

The aim of this systematic review was to (1) identify differences in isometric force plate testing procedures for the ankle plantarflexors and (2) determine the reliability of existing methods to inform minimum reporting standards. A systematic search of PubMed, Web of Science, Google Scholar, MEDLINE and CINAHL was conducted from inception to 2025, for peer-reviewed studies using portable force plates to assess isometric plantarflexor force. PRISMA guidelines were followed. Two independent reviewers assessed methodological quality using the COSMIN Risk of Bias tool and Mixed Methods Appraisal Tool, with discrepancies resolved collaboratively. Twenty studies met the inclusion criteria, revealing methodological variations …

The Evolution Of Match-Play In Major League Soccer From 2018 To 2023, Callum J. Mccaskie, Christopher Wing

Research outputs 2022 to 2026

Major League Soccer (MLS) has experienced significant growth since its establishment 30 years ago. However, no research has investigated the on-field performance trends. Thus, the purpose of this study was to examine the evolution of MLS match-play via technical and tactical key performance indicators, and investigate the differences between teams according to league finishing position. MLS on-field performance indicators were obtained across six seasons from open-source website FBref. Mean game values were collected from 21 match performance indicators for every MLS team over six seasons. Teams were also classified according to their league finishing position at the conclusion of each …

Fostering Sustainable Business Performance: The Synergistic Role Of Entrepreneurial Leadership And Green Organizational Support In The Hotel Industry, Kwame Owusu Boakye, Michael Kyei-Frimpong, Aaron Makafui Ametorwo, Linda Quagraine, Richard Sam-Mensah

Research outputs 2022 to 2026

This study investigated the moderating role of green organizational support in the nexus between entrepreneurial leadership and sustainable business performance. The study adopted the explanatory research design, where data were collected from 208 employees working in star-rated hotels in Ghana and analyzed using descriptive and inferential statistics. The result revealed that entrepreneurial leadership significantly relates to sustainable social and environmental performance but not to sustainable economic performance. More so, green organizational support moderated the relationship between entrepreneurial leadership and sustainable economic and social performance but did not moderate the relationship between entrepreneurial leadership and sustainable environmental performance. Theoretical and practical …

Importance Of Strength Training To Prevent Secondary Lower Limb Musculoskeletal Injury In Military Personnel, Peter Ladlow, Russell J. Coppack, Robyn P. Cassidy, Rachel Rodgers, Robert Barker-Davies, Paul Comfort, Nicholas J. Ripley, Christopher Bramah, Colin Suffield, Debra Hayhurst, Marina De Vecchis, Samual R. Higgins, Alexander N. Bennett, Oliver O’Sullivan

Research outputs 2022 to 2026

Considerable operational and financial costs are associated with musculoskeletal injury (MSKI) across military organisations. Following an MSKI, reaching ‘medically fully deployable’ status is often contingent on meeting physical employment standards. Strength training has a critical role to play in military physical preparation, injury mitigation and guiding rehabilitation practice. Low levels of muscle strength are associated with increased MSKI risk, and previous MSKI is a leading risk factor for re-injury. When an MSKI does occur, it is essential that all attempts to mitigate the risk of secondary MSKI are met. Maximal force (muscle strength) and rapid force (rate of force development …

Obesity Indices As Predictors Of Metabolic Syndrome: 1-Year Findings From A Peruvian Cohort Of Private Educational Institution Workers, Vicente A. Benites-Zapata, Daniel Fernandez-Guzman, Percy Herrera-Añazco, Enrique Moncada-Mapelli, Diego Urrunaga-Pastor, Carlos J. Toro-Huamanchumo

Research outputs 2022 to 2026

Background: Metabolic syndrome (MetS) is a common condition marked by abdominal obesity, insulin resistance, hypertension, and hyperlipidemia. It has significant health and economic impacts, highlighting the need for early predictive markers. Objective: To compare the prognostic performance of various obesity indices in the 1-year incidence of MetS among adult employees of a private educational institution. Design: Cohort study. Methods: A prospective cohort study was conducted using data from adults employed at a private educational institution in Lima, Peru. Participants were enrolled in 2019 and followed for 1 year to monitor anthropometric and biochemical parameters. The outcome was the development of …

Perceived Realism, Place Attachment, And Residents' Support And Involvement: Towards Resident-Centric Film Tourism Development, Deborah Castro, Sangkyun Kim, S. Mostafa Rasoolimanesh, Songshan Huang

Research outputs 2022 to 2026

This study introduces the concept of perceived realism to (film) tourism studies and examines its effect in combination with place attachment on residents' support for and involvement in film tourism development. Partial least squares structural equation modelling (PLS-SEM) and fuzzy-set Qualitative Comparative Analysis (fsQCA) were applied to a sample of 401 Barcelona residents to explore both symmetrical and asymmetrical relationships among the research constructs. The PLS-SEM revealed that events-focused external realism affects residents' support for film tourism development, while narrative realism affects their involvement in film tourism development. In addition, place attachment directly affects residents' support for and involvement in …

Personal Family-Centred Care For Lgbtq+ Individuals In Acute Hospital Settings: A Scoping Review, Gideon U. Johnson, Bianca Ysabelle Esmeralda, Stephen Pearson, Beverley Ewens, Louise Rose

Research outputs 2022 to 2026

Aim: To identify and synthesise existing evidence on family-centred care for Lesbian, Gay, Bisexual, Transgender, Queer and other diverse identities (LGBTQ+) people in acute hospital settings, including hospital-based palliative care, oncology, general in-patient and intensive care. Design: A scoping review guided by the JBI methodology. Methods: Nine databases and grey literature sources were searched. Inclusion criteria focused on LGBTQ+ adults and family-related care experiences in hospital-based acute settings. After screening, qualitative, quantitative, and narrative data were extracted. Thematic analysis synthesised findings, with quantitative data narratively integrated. Data Sources: Searches were conducted across nine databases and grey literature up to April …

Preparation Of Australian Nurses For Contemporary Disability Care: A Desktop Review, Lesley Andrew, Martina Costello

Research outputs 2022 to 2026

Approximately 18% of Australians experience disability, with significant health inequities documented in this population. Despite nursing’s crucial role in addressing these inequities, questions remain about nurses’ preparedness to work effectively with people with disability. The review assessed Australian nursing education’s approach to prepare its graduate nurses for disability care in today’s Australia. Using a rigorous desktop analysis methodology, the review evaluated the publicly available undergraduate nursing degree curricula materials from all 32 Australian public universities that offered a preregistration nursing degree in 2024. The review found 50% of nursing degree curricula course materials omitted to mention disability in their publicly …

Public Service Motivation And The Circumplex Model Of Affect: Profiling Australasian Public Servants, Esme Franken, Ben Farr-Wharton, Fleur Sharafizad, Kara Ng, Geoff Plimmer, Evan Berman

Research outputs 2022 to 2026

This paper explores public servants’ public service motivation through the prism of the circumplex model of affect (CMA). The application of CMA to work, and specifically public sector contexts, is relatively novel, and the framework helps explain how multiple states of affect (i.e., comprised of underlying feelings, emotions, and moods) cluster together and are shaped by one’s work environment. The mixed method paper begins with a qualitative study of Australasian public servants, presenting evidence of the CMA and its connection to PSM. The subsequent quantitative analysis of 222 survey respondents offers four distinct latent profiles of public servants’ PSM and …

Sugar Consumption In Aboriginal Children Explored From A Social Practice Perspective, Amy Budrikis, Angela Durey, Dan Mcaullay, Paul Ward, Hanny Calache, Thierry Ng, Roma Winmar, Linda Slack-Smith

Research outputs 2022 to 2026

Australian Aboriginal children have higher sugar intake and are disproportionately affected by sugar-related diseases such as obesity, diabetes and dental caries than non-Aboriginal children. The intention of this paper was to highlight the need for approaches that can capture the complexity of health practices without reducing them to either individual choice or structural determination. We explore sugar consumption in Aboriginal children from a social practice perspective. Here, the unit of analysis is the practice, not the individual, where the elements of a social practice (competence, materials and meanings) are integrated into its performance. We conducted qualitative research using elements of …

Evaluating The Determinants Of Tourism Demand For Policy Implications: Insights From The Moroccan Case, Hakim Lakhlifi, Ghialy Yap

Research outputs 2022 to 2026

Purpose: This study aims to assess the key determinants influencing Morocco’s international tourism demand to guide the development of an effective national tourism policy aligned with the country’s 2023–2026 tourism roadmap. By analyzing tourist arrivals (TA) from 45 source countries between 2000 and 2022, the research identifies economic and non-economic factors critical to achieving the target of 17.5 million tourists. Priority areas include pricing, infrastructure, security, governance and climate risk resilience. Design/methodology/approach: Using a hypothetico-deductive and quantitative approach, the study applies dynamic panel data models, including the generalized method of moments, to account for endogeneity and unobserved heterogeneity. Key variables …

Participatory Development Of Innovation And Implementation Strategy: An Action-Oriented Approach, Miae Lee, Lesley A. Anderson, Emilia Piltonen, Abha Maheshwari, Julian Griffin, Seshadri S. Vasan

Research outputs 2022 to 2026

Background: Healthcare and academic institutions face growing challenges in strategic planning due to rapid advances in medicine and technology, alongside fiscal and workforce constraints that limit traditional consultation. Participatory approaches offer a way to integrate diverse stakeholder perspectives under these constraints, generating contextually relevant strategies that can indicate whether current directions are appropriate or whether priorities have been overlooked.

Methods: A structured, time-limited participatory workshop was conducted at the 10th Grampian Research Conference (June 2025), that brought together National Health Service (NHS) staff, academia, industry and patients and public communities. Participants engaged in 14 parallel roundtable discussions, with contributions captured …

Diet, Gut Microbiota, And Intestinal Permeability: Emerging Mechanisms In Hypertension Pathogenesis, Esha Vashisht, Helen Nguyen, Francine Z. Marques, Matthew Snelson

Research outputs 2022 to 2026

Hypertension is a leading contributor to global morbidity and mortality, arising from the interplay of genetic and environmental risk factors together with the dysregulation of multiple physiological systems involved in blood pressure control. Recent advances have established the gut as a central regulator, implicating the intestinal microbiota and barrier integrity in the modulation of blood pressure. Alterations in the gut microbial consortium, along with changes in levels of metabolites produced by the microbiota, have been associated with blood pressure regulation in animal models and human studies. Key microbial metabolites, including short-chain fatty acids, trimethylamine-N-oxide, and bile acids influence endothelial function, …

Influence Of Isometric Hamstring Assessment Modality: Asymmetries Across Bilateral And Unilateral Testing Procedures, Adam E. Sundh, Nicholas J. Ripley, A. J. Lamb, Conor J. Cantwell, Paul Comfort

Research outputs 2022 to 2026

Purpose: The aim of this study was to evaluate whether unilateral and bilateral assessments display comparable results during the isometric long-lever bridge and to examine the directionality of asymmetry fluctuations across testing occasions. Methods: Forty-four participants comprising of 30 men (age: 19.4 ± 1.3 years; height: 179.8 ± 6.3 cm; body mass: 80.4 ± 10.3 kg) and 14 women (age: 20.0 ± 1.3 years; height: 166.9 ± 7.2 cm; body mass: 64.4 ± 7.4 kg) volunteered to participate in the study. All participants completed two separate testing sessions consisting of two maximal bilateral and unilateral repetitions respectively of the isometric …

Missing Planktivore Functions Drive Global Variation In Reef Fish Productivity, James Gahan, Helen F. Yan, David R. Bellwood, Graham J. Edgar, Leo T. Nankervis, Alexandre C. Siqueira, Rick D. Stuart-Smith, Sterling B. Tebbett

Research outputs 2022 to 2026

The functioning of high-diversity ecosystems, such as coral reefs, is intrinsically tied to the integrity and efficiency of the trophic pathways within these systems. Coral reef productivity depends, in part, on the input of external nutrients, primarily zooplankton, that is assimilated by extraordinarily diverse fish communities. The plankton–planktivore trophic pathway is thus crucial for sustaining the productivity that exemplifies coral reef ecosystems; however, it remains poorly understood at large spatial scales. Here we explore global patterns in reef fish community structure, revealing a major discrepancy between the Indo-Pacific and Caribbean in the productivity and fisheries potential of planktivorous reef fishes. …

One Of These Things Is Not Like The Others: Disentangling The Concepts Of Range Of Motion Versus Flexibility, And Flexibility Training Versus Stretching, José Afonso, Anthony J. Blazevich, David George Behm, Markus Tilp, Konstantin Warneke

Research outputs 2022 to 2026

In this Current Opinion, we revisit key terminological distinctions in sports sciences, emphasizing the implications of conflating related but distinct concepts, particularly range of motion (ROM) versus flexibility and flexibility training versus stretching. While often used interchangeably, these terms represent nuanced constructs with distinct physiological and practical implications. ROM encompasses both modifiable (e.g., soft tissue extensibility, neural control) and non-modifiable factors (e.g., bone structure), whereas flexibility is only one of several trainable components of ROM, largely referring to the extensibility of periarticular soft tissues. Misunderstanding these distinctions risks erroneous assessments and inappropriate exercise prescriptions. We also challenge the common practice …

Priority Questions For The Next Decade Of Blue Carbon Science, Peter I. Macreadie, George E. Biddulph, Pere Masque, Hilary Kennedy, Jimena Samper-Villarreal, J. Patrick Megonigal, Hannah K. Morrissette, Tania E. Romero-Gonzalez, Vanessa Hatje, Jana Friedrich, Sigit D. Sasmito, Kenta Watanabe, Inés Mazarrasa, Dorte Krause-Jensen, Janine B. Adams, Miguel Cifuentes-Jara, Ariane Arias-Ortiz, Andre S. Rovai, Milica Stankovic, Kirsten Isensee, Ana M. Queirós, Luzhen Chen, Jorge Herrera-Silveira, Catriona L. Hurd, Rashid Ismail, Ken W. Krauss, Anna Lafratta, Maria M. Palacios, William E.N. Austin

Research outputs 2022 to 2026

Blue carbon ecosystems, classically defined as mangroves, tidal marshes and seagrasses, but increasingly expanded to include ecosystems such as tidal flats, macroalgal forests and shelf sediments, contribute to climate change mitigation and biodiversity support. Here, seven years after the last global assessment of research priorities, we conducted a priority-setting exercise to identify persistent knowledge and implementation gaps, and the strategic priorities that must be addressed to enable scalable, high-integrity and equitable management of blue carbon ecosystems in a rapidly evolving policy and finance landscape. The highest priority focuses on managing blue carbon ecosystems to support coastal communities while integrating traditional …

Sexuality Education In An Age Of Resistance: Reflections At The Nexus Of Education, Health And Rights, Sarah Vrankovich, Katrina Marson, Giselle Woodley, Jordina Quain, Hanna Saltis

Research outputs 2022 to 2026

Comprehensive sexuality education (CSE) is internationally recognised as essential to public health and young people’s rights. Yet its implementation in Australia and globally is increasingly undermined by conservative backlash, moral panic and political interference. This paper offers a critical reflection on the current landscape of CSE, drawing on insights from a panel discussion at the 2025 World Association for Sexual Health congress, and collaborative analysis. As early-career researchers, sexologists and practitioners working across education, communications, public health and sexual violence prevention, we utilise our collective experience to examine how various influences shape and constrain the delivery of CSE. We map …

Super-Resolution Learning Inspired Spectral-Spatial Correlation Network For Hyperspectral Target Detection, Jiaping Zhong, Yunsong Li, Jianxin Li, Yanzi Shi, Weiying Xie, Paolo Gamba

Research outputs 2022 to 2026

Hyperspectral target detection (HTD) aims at extracting targets from complex backgrounds while overcoming noise interference. Existing deep learning models for HTD usually suffer from low spatial resolution and unitary representation, especially in space-borne platforms. Super-resolution, as a critical technology to enhance the spatial details, could effectively address the aforementioned issue. To make super-resolution absolutely pose positive effects on target detection, this paper proposes an end-to-end novel super-resolution learning inspired spectral-spatial correlation network for hyperspectral target detection (SR-HTD) from the perspective of spatial and spectral regularization to achieve high-precision detection. Specifically, we designed a Spatial Correlation Aggregation (SCA) module inspired by …

Transnational Youth And Social Mobility: The Role Of Family Financial Support In Unsettled Lives, Alexandra Lee, Anita Harris, Loretta Baldassar

Research outputs 2022 to 2026

Transnational mobility is typically seen as an opportunity to break out of fixed class positions and facilitate social mobility. However, the availability of parental support remains a persistent if complex determinant of the social mobility opportunities available to young adults who move abroad. The influence of family support and class background on youth social mobility has been clearly recognised in class scholarship in Australia. Yet, this relationship has remained under-examined in transnational mobility contexts, where social mobility has tended to be examined more in relation to young people’s employment opportunities and visa pathways. Seeking to fill this gap, our paper …

Unifying To Advance Understanding: Collaborative, Community-Driven And ‘Open’ Approaches For Better Science In Sport, John Warmenhoven, Ian Shrier, Garrett S. Bullock, Alex O. Holcombe, Sophia Nimphius, Paolo Menaspà, Aaron J. Coutts, Franco M. Impellizzeri

Research outputs 2022 to 2026

Historically, sport science and medicine researchers have had difficulty obtaining adequate sample sizes, limiting their ability to make accurate generalizations to populations of athletes. To move towards better and more generalizable research, sport could look to other fields of research, and draw upon collaborative approaches for performing science. These include concepts such as big teams approaches for conducting experimental research, developing data repositories centred on a holistic inter-disciplinary view of the athlete and exploring privacy preserving meta-analytic inspired concepts such as federated analyses or pooled synthetic data. These approaches have enormous potential but do come with their own difficulties and …