Bibliography ============ .. [scoresa] Leeuwenburg, T., Loveday, N., Ebert, E. E., Cook, H., Khanarmuei, M., Taggart, R. J., Ramanathan, N., Carroll, M., Chong, S., Griffiths, A., & Sharples, J. (2024) "scores: A Python package for verifying and evaluating models and predictions with xarray". Journal of Open Source Software, vol. 9, 6889. doi: 10.21105/joss.06889 .. [scoresb] Leeuwenburg, T., Loveday, N., Ramanathan, N., Chong, S., Taggart, R. J., Shrestha, D., Khanarmuei, M., Cook, H., Bluett, L., Ebert, E. E., Carroll, M., Trotta, B., Bishop, S., Squire, D. T., Griffiths, A., Pagano, T. C., Fisher, A. J., Mandelbaum, T., Jinghan, F., … Smallwood, J. (2026) "scores: Metrics for the verification, evaluation and optimisation of forecasts, predictions or models (2.5.0)". Zenodo, doi: 10.5281/zenodo.18638494 .. [CRPS] Hersbach, H., 2000: Decomposition of the Continuous Ranked Probability Score for Ensemble Prediction Systems. Wea. Forecasting, 15, 559-570, doi: 10.1175/1520-0434(2000)015<0559:DOTCRP>2.0.CO;2 .. [Daviesetal24] Davies, P.A., Fowler, H.J, Villalobos-Herrera, R., Slingo, J., Flack, D.L.A., and Taszarek, M (2024) "A New Conceptual Model for Understanding and Predicting Life-Threatening Rainfall Extremes." Weather and Climate Extremes, vol. 45, 100696, doi: 10.1016/j.wace.2024.100696 .. [Daviesetal26] Davies, P. A., Flack, D. L. A., Pirret, J., Fowler, H. J. (2026) "Application of the Davies Four-Stage Conceptual Model for Life-Threatening Rainfall Extremes on the April 2024 United Arab Emirates and Oman Floods." Weather and Climate Extremes, vol. 51, 100846. doi:10.1016/j.wace.2025.100846 .. [Bolton80] Bolton. D. (1980) "The computation of equivalent potential temperature". Monthly Weather Review, vol. 108, 1046-1053, doi: 10.1175/1520-0493(1980)108<1046:TCOEPT>2.0.CO;2 .. [Flack24] Flack, D.L.A. (2024) "Stratification of the vertical spread-skill relation by radiosonde drift in a convective-scale ensemble." Atmospheric Science Letters, vol. 25, e1194, doi: 10.1002/asl.1194 .. [Stull11] Stull, R. (2011) "Wet-Bulb Temperature from Relative Humidity and air temperature." Journal of Applied Meteorology and Climatology, vol. 50, 2267-2269, doi: 10.1175/JAMC-D-11-0143.1 .. [Paluch79] Paluch, I.R., (1979) "The entrainment mechanism in Colorado Cumuli" Journal of the Atmospheric Sciences, vol. 36, 2467-2478, doi: 10.1175/1520-0469(1979)036<2467:TEMICC>2.0.CO;2 .. [Emanuel94] Emanuel, K.A. (1994) "Atmospheric Convection" Oxford University Press, 580 pp. .. [DaviesJones08] Davies-Jones, R. (2008) "An Efficient and Accurate Method for Computing the Wet-Bulb Temperature along Pseudoadiabats" Monthly Weather Review, vol. 136, 2764-2785, doi: 10.1175/2007MWR2224.1 .. [Stull2000] Stull, R.B., (2000) "Meteorology for Scientists and Engineers", 2nd Edition, Brooks/Cole, California, USA, 502 pp. .. [Raymondetal2009] Raymond, D.J., Sessions, S.L., Sobel, A.H., Fuchs, Z. (2009) "The Mechanics of Gross Moist Stability" Journal of Advances in Modelling Earth Systems, vol. 1, 20 pp. doi: 10.3894/JAMES.2009.1.9 .. [Raymondetal09] Raymond, D.J., Sessions, S.L., Sobel, A.H., Fuchs, Z. (2009) "The Mechanics of Gross Moist Stability" Journal of Advances in Modelling Earth Systems, vol. 1, 20 pp. doi: 10.3894/JAMES.2009.1.9 .. [Zengetal05] Zeng, X., Tao, W-K, and Simpson, J. (2005) "An Equation for Moist Entropy in a Precipitating and Icy Atmosphere" Journal of the Atmospheric Sciences, vol. 2, 4293-4309, doi: 10.1175/JAS3570.1 .. [Clarketal2012] Clark, A. J., Kain J. S., Marsh P. T., Correia J., Xue M., and Kong F., (2012) "Forecasting tornado pathlengths using a three-dimensional object identification algorithm applied to convection-allowing forecasts." Weather and Forecasting, vol. 27, 1090-1113, doi: 10.1175/WAF-D-11-00147.1 .. [FlackCAPE2023] Flack, D.L.A., Lehnert, M., Lean, H.W., and Willington, S. (2023) "Characteristics of Diagnostics for Identifying Elevated Convection over the British Isles in a Convection-Allowing Model." Weather and Forecasting, vol. 30, 1079-1094, doi: 10.1175/WAF-D-22-0219.1 .. [Thompsonetal2007] Thompson, R. L. Mead, C. M., and Edwards, R., (2007) "Effective Storm-Relative Helicity and Bulk Shear in Supercell Thunderstorm Environments." Weather and Forecasting, vol. 22, 102-115, doi: 10.1175/WAF969.1 .. [Flackinf2023] Flack, D.L.A., Lehnert, M., Lean, H.W., and Willington, S. (2023) "Characteristics of Diagnostics for Identifying Elevated Convection over the British Isles in a Convection-Allowing Model." Weather and Forecasting, vol. 30, 1079-1094, doi: 10.1175/WAF-D-22-0219.1 .. [Warneretal2023] Warner, J.L., Petch, J., Short, C., Bain, C., 2023. Assessing the impact of an NWP warm-start system on model spin-up over tropical Africa. QJ, 149(751), pp.621-636. doi:10.1002/qj.4429 .. [Warneretal2024] Diagnosing lateral boundary spin-up in regional models using an age of air diagnostic. James L. Warner, Charmaine N. Franklin, Belinda Roux, Shaun Cooper, Susan Rennie, Vinod Kumar. Submitted for Quarterly Journal of the Royal Meteorological Society. .. [Flacketal2016] Flack, D.L.A., Plant, R.S., Gray, S.L., Lean, H.W., Keil, C. and Craig, G.C. (2016) "Characterisation of Convective Regimes over the British Isles." Quarterly Journal of the Royal Meteorological Society, vol. 142, 1541-1553. doi:10.1002/qj.2758 .. [Wangetal2004] Wang, Z., Bovik, A.C., Sheikh, H.R., Simoncelli, E.P. (2004) "Image Quality Assessment: From Error Visibility to Structural Similarity." IEEE Transactions on Image Processing, vol. 13, 600-612, doi: 10.1109/TIP.2003.819861 .. [Wangetal2004a] Wang, Z., Bovik, A.C., Sheikh, H.R., Simoncelli, E.P. (2004) "Image Quality Assessment: From Error Visibility to Structural Similarity." IEEE Transactions on Image Processing, vol. 13, 600-612, doi: 10.1109/TIP.2003.819861 .. [Denis_etal_2002] Bertrand Denis, Jean Cote and Rene Laprise (2002) "Spectral Decomposition of Two-Dimensional Atmospheric Fields on Limited-Area Domains Using the Discrete Cosine Transform (DCT)" Monthly Weather Review, vol. 130, 1812-1828, doi: 10.1175/1520-0493(2002)130<1812:SDOTDA>2.0.CO;2 .. [Wilks2011] Wilks, D.S., (2011) "Statistical Methods in the Atmospheric Sciences" Third Edition, vol. 100, Academic Press, Oxford, UK, 676 pp. .. [Buck81] Buck, A.L. (1981) "New Equations for Computing Vapor Pressure and Enhancement Factor". J. App. Meteor. Clim. 20: 1527-1532. .. [Holton13] Holton, J.R. and Hakim G.J. (2013) "An Introduction to Dynamic Meteorology." 5th Edition, Burlington, MA, Elsevier Academic Press, 532 pp. .. [Beer96] Beer, T. (1996) Environmental Oceanography, CRC Marince Science, vol. 11, 2nd Edition, CRC Press, 402 pp. .. [Berryetal45] Berry, F. A., Jr., E. Bollay, and N. R. Beers, (1945) Handbook of Meteorology. McGraw Hill, 1068 pp. .. [Zhangetal2002] Zhang, F., Snyder, C., and Rotunno, R., (2002) "Mesoscale Predictability of the 'Surprise' Snowstorm of 24-25 January 2000." Monthly Weather Review, vol. 130, 1617-1632, doi: 10.1175/1520-0493(2002)130<1617:MPOTSS>2.0.CO;2