Some of my publications with code (all publications open access)

Allen, M.; &Monks, T. (2020) Integrating Deep Reinforcement Learning Networks with Health System Simulations. Preprints 2020, 2020070598 (doi: 10.20944/preprints202007.0598.v1).
Paper: https://www.preprints.org/manuscript/202007.0598/v1
Code: https://github.com/MichaelAllen1966/learninghospital

Allen, M., Pearn, K., Stein, K, and James, M. (2020) Estimation of stroke outcomes based on time to thrombolysis and thrombectomy. medRxiv doi:10.1101/2020.07.18.20156653
Paper: https://www.medrxiv.org/content/10.1101/2020.07.18.20156653v1
Code: https://github.com/MichaelAllen1966/stroke_outcome_model

Allen M, Villeneuve E, Pitt M, et al. (2020) How can consultant-led childbirth care at time of delivery be maximised? A modelling study. BMJ Open 2020;10:e034830. doi: 10.1136/bmjopen-2019-034830
Paper: https://bmjopen.bmj.com/content/10/7/e034830.full
Code: https://github.com/MichaelAllen1966/1901_birth_centre_location

Allen, M.., Bhanji, A., Willemson, J., Dudfield, S., Logan.S and Monks, T. (2020) Organising outpatient dialysis services during the COVID-19 pandemic. A simulation and mathematical modelling study. medRxiv 2020.04.22.20075457 https://www.medrxiv.org/content/early/2020/04/27/2020.04.22.20075457 doi: 10.1101/2020.04.22.20075457
Paper: https://www.medrxiv.org/content/10.1101/2020.04.22.20075457v1
Code: https://git.exeter.ac.uk/tmwm201/dialysis-service-delivery-covid19

Allen, M., Pearn, K., Monks, T., Bray, B., Everson, R., Salmon, A., James, M. and Stein, K. (2019) Can clinical audits be enhanced by pathway simulation and machine learning? An example from the acute stroke pathway. BMJ Open 2019;9:e028296. doi: 10.1136/bmjopen-2018-028296
Paper: https://bmjopen.bmj.com/content/9/9/e028296
Code: https://github.com/MichaelAllen1966/1807_stroke_pathway

Allen, M., Pearn, K.,Villeneuve, E., James, M., Stein, K. (2019). Planning and providing acute stroke care in England: The effect of planning footprint size. Frontiers in Neurology. https://doi.org/10.3389/fneur.2019.00150
Paper: https://www.frontiersin.org/articles/10.3389/fneur.2019.00150/full
Code: https://github.com/MichaelAllen1966/1807_acute_healthcare_location_effect_of_boundaries

Allen, M., Pearn, K., James, M., Ford, G.A., White, P. Rudd, A.G., McMeekin, P. & Stein, K. (2018). Maximising access to thrombectomy services for stroke in England: a modelling study. Eur. Stroke. J.
Paper: http://journals.sagepub.com/doi/10.1177/2396987318785421
Code: https://github.com/MichaelAllen1966/1805_thrombectomy_location

Allen, M., Pearn, K., Villeneuve, E., Monks, T. Stein, K. & James, M. (2017) Feasibility of a hyper-acute stroke unit model of care across England: a modelling analysis. BMJ Open. http://dx.doi.org/10.1136/bmjopen-2017-018143
Paper: https://bmjopen.bmj.com/content/7/12/e018143
Code: https://github.com/MichaelAllen1966/stroke_unit_location