Belgrave, Danielle

The promise of machine learning in predicting treatment outcomes in psychiatry

Chekroud, A. M., Bondar, J., Delgadillo, J., Doherty, G., Wasil, A., Fokkema, M., Cohen, Z., Belgrave, D., DeRubeis, R., Iniesta, R., et al. (2021) · World Psychiatry

Machine Learning in HealthcareArtificial Intelligence in Healthcare

Cited by 531

Machine Learning in Mental Health: A Systematic Review of the HCI Literature to Support the Development of Effective and Implementable ML Systems

Thieme, A., Belgrave, D., & Doherty, G. (2020) · ACM Transactions on Computer-Human Interaction

Digital Mental Health InterventionsEmotion and Mood Recognition

Cited by 406

Ai for social good: unlocking the opportunity for positive impact

Tomašev, N., Cornebise, J., Hutter, F., Mohamed, S., Picciariello, A., Connelly, B., Belgrave, D. C. M., Ezer, D., Haert, F. C. V. D., Mugisha, F., et al. (2020) · Nature Communications

Ethics and Social Impacts of AIArtificial Intelligence Applications

Cited by 357

Collaboration between clinicians and vision–language models in radiology report generation

Tanno, R., Barrett, D. G. T., Sellergren, A., Ghaisas, S., Dathathri, S., See, A., Welbl, J., Lau, C., Tu, T., Azizi, S., et al. (2025) · Nature Medicine

Artificial Intelligence in Healthcare and EducationMultimodal Machine Learning Applications

Cited by 186

Trajectories of lung function during childhood

Belgrave, D. C. M., Buchan, I., Bishop, C., Lowe, L., Simpson, A., & Custovic, A. (2014) · American Journal of Respiratory and Critical Care Medicine

Asthma and respiratory diseasesChronic Obstructive Pulmonary Disease (COPD) Research

Cited by 184

Multiple atopy phenotypes and their associations with asthma: similar findings from two birth cohorts

Lazic, N., Roberts, G., Custovic, A., Belgrave, D., Bishop, C. M., Winn, J., Curtin, J. A., Hasan Arshad, S., & Simpson, A. (2013) · Allergy

Asthma and respiratory diseasesAllergic Rhinitis and Sensitization

Cited by 168

Generative models improve fairness of medical classifiers under distribution shifts

Wiles, O., Albuquerque, I., Rebuffi, S.-A., Tanno, R., Roy, A. G., Azizi, S., Belgrave, D., Kohli, P., Cemgil, T., Karthikesalingam, A., et al. (2023) · Nature Medicine

Artificial Intelligence in Healthcare and EducationDomain Adaptation and Few-Shot Learning

Cited by 165

Generative models improve fairness of medical classifiers under distribution shifts

Ktena, I., Wiles, O., Albuquerque, I., Rebuffi, S.-A., Tanno, R., Roy, A. G., Azizi, S., Belgrave, D., Kohli, P., Cemgil, T., et al. (2024) · Nature Medicine

Artificial Intelligence in Healthcare and EducationDomain Adaptation and Few-Shot Learning

Cited by 165

Evolution pathways of IgE responses to grass and mite allergens throughout childhood

Custovic, A., Sonntag, H.-J., Buchan, I. E., Belgrave, D., Simpson, A., & Prosperi, M. C. F. (2015) · Journal of Allergy and Clinical Immunology

Allergic Rhinitis and SensitizationAsthma and respiratory diseases

Cited by 159

A machine learning approach to understanding patterns of engagement with internet-delivered mental health interventions

Chien, I., Enrique, A., Palacios, J., Regan, T., Keegan, D., Carter, D., Tschiatschek, S., Nori, A., Thieme, A., Richards, D., et al. (2020) · JAMA Network Open

Digital Mental Health InterventionsAnxiety, Depression, Psychometrics, Treatment, Cognitive Processes

Cited by 111

Joint modeling of parentally reported and physician-confirmed wheeze identifies children with persistent troublesome wheezing

Belgrave, D. C. M., Simpson, A., Semic-Jusufagic, A., Murray, C. S., Buchan, I., Pickles, A., & Custovic, A. (2013) · Journal of Allergy and Clinical Immunology

Asthma and respiratory diseasesChronic Obstructive Pulmonary Disease (COPD) Research

Cited by 98

Cytokine Responses to rhinovirus and development of asthma, allergic sensitization and respiratory infections during childhood

Custovic, A., Belgrave, D., Lin, L., Bakhsoliani, E., Telcian, A. G., Solari, R., Murray, C. S., Walton, R. P., Curtin, J., Edwards, M. R., et al. (2018) · American Journal of Respiratory and Critical Care Medicine

Asthma and respiratory diseasesRespiratory viral infections research

Cited by 95

Assessing the association of early life antibiotic prescription with asthma exacerbations, impaired antiviral immunity, and genetic variants in 17q21: A population-based birth cohort study

Semic-Jusufagic, A., Belgrave, D., Pickles, A., Telcian, A. G., Bakhsoliani, E., Sykes, A., Simpson, A., Johnston, S. L., & Custovic, A. (2014) · The Lancet Respiratory Medicine

Asthma and respiratory diseasesAntibiotic Use and Resistance

Cited by 95

Patterns of IgE responses to multiple allergen components and clinical symptoms at age 11 years

Simpson, A., Lazic, N., Belgrave, D. C. M., Johnson, P., Bishop, C., Mills, C., & Custovic, A. (2015) · Journal of Allergy and Clinical Immunology

Allergic Rhinitis and SensitizationAsthma and respiratory diseases

Cited by 83

Evolution of IgE responses to multiple allergen components throughout childhood

Howard, R., Belgrave, D., Papastamoulis, P., Simpson, A., Rattray, M., & Custovic, A. (2018) · Journal of Allergy and Clinical Immunology

Allergic Rhinitis and SensitizationAsthma and respiratory diseases

Cited by 75

Impact of rhinitis on asthma severity in school-age children

Deliu, M., Belgrave, D., Simpson, A., Murray, C. S., Kerry, G., & Custovic, A. (2014) · Allergy

Asthma and respiratory diseasesAllergic Rhinitis and Sensitization

Cited by 69

Distinguishing benign from pathologic TH2 immunity in atopic children

Holt, P. G., Strickland, D., Bosco, A., Belgrave, D., Hales, B., Simpson, A., Hollams, E., Holt, B., Kusel, M., Ahlstedt, S., et al. (2016) · Journal of Allergy and Clinical Immunology

Asthma and respiratory diseasesAllergic Rhinitis and Sensitization

Cited by 68

Disaggregating asthma: big investigation versus big data

Belgrave, D., Henderson, J., Simpson, A., Buchan, I., Bishop, C., & Custovic, A. (2017) · Journal of Allergy and Clinical Immunology

Asthma and respiratory diseasesBig Data Technologies and Applications

Cited by 67

Challenges in interpreting allergen microarrays in relation to clinical symptoms: A machine learning approach

Prosperi, M. C. F., Belgrave, D., Buchan, I., Simpson, A., & Custovic, A. (2014) · Pediatric Allergy and Immunology

Asthma and respiratory diseasesAllergic Rhinitis and Sensitization

Cited by 60

Peer reviews of peer reviews: A randomized controlled trial and other experiments

Goldberg, A., Stelmakh, I., Cho, K., Oh, A., Agarwal, A., Belgrave, D., & Shah, N. B. (2025) · PLOS ONE

Meta-analysis and systematic reviewsPublishing and Scholarly Communication

Cited by 18