{"about":"ViscNet predictions of the MYEGA parameters for the fragility section: log10 η∞ (Pa·s), Tg (°C, where η = 10^12 Pa·s) and fragility m, each with a 95% Monte Carlo dropout band (mBand, TgBand). named are the bench presets plus silica and B2O3; sweeps add one oxide in place of silica to window glass (x in mol%); melts match public/data/sciglass/fragility.json by id. Compositions in mol%, in the order of `oxides`.","model":{"name":"ViscNet","glasspy":"0.6.0","scaling":"x_std restored","tgMissK":{"as shipped":53.4,"x_std restored":21.9},"cite":"Cassar D.R., ViscNet: neural network for predicting the fragility index and the temperature-dependency of viscosity, Acta Materialia 206 (2021) 116602, doi:10.1016/j.actamat.2020.116602","license":"Numbers computed with GlassPy (GPL-3.0-or-later); no GlassPy code or weights are included. Compositions from the bench and from SciGlass (ODbL 1.0).","tool":"tools/fragility/viscnet.py"},"oxides":["SiO2","Na2O","K2O","CaO","MgO","Al2O3","B2O3","PbO","Fe2O3"],"named":[{"id":"float","label":"window (float)","mol":[71.86,13.13,0.02,9.23,5.64,0.08,0.0,0.0,0.04],"logEtaInf":-3.4,"Tg":518.8,"m":24.4,"mBand":[22.8,29.4],"TgBand":[485.9,557.2]},{"id":"container","label":"bottle (container)","mol":[74.54,12.92,0.19,11.29,0.3,0.75,0.0,0.0,0.01],"logEtaInf":-3.49,"Tg":530.1,"m":23.9,"mBand":[22.5,29.0],"TgBand":[496.8,570.3]},{"id":"nbs710","label":"NBS 710 standard","mol":[73.23,8.76,5.1,12.91,0.0,0.0,0.0,0.0,0.0],"logEtaInf":-3.09,"Tg":531.1,"m":26.4,"mBand":[25.0,31.1],"TgBand":[506.4,564.4]},{"id":"lead","label":"lead crystal","mol":[77.97,2.7,6.22,0.0,0.0,0.0,0.0,13.12,0.0],"logEtaInf":-3.01,"Tg":431.7,"m":23.4,"mBand":[22.1,28.4],"TgBand":[411.2,463.1]},{"id":"boro","label":"borosilicate","mol":[83.33,4.08,0.04,0.03,0.0,1.33,11.19,0.0,0.0],"logEtaInf":-2.69,"Tg":547.4,"m":25.3,"mBand":[23.8,30.4],"TgBand":[512.2,582.4]},{"id":"silica","label":"fused silica","mol":[100.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0],"logEtaInf":-3.56,"Tg":502.9,"m":16.8,"mBand":[16.2,20.7],"TgBand":[423.6,609.9]},{"id":"b2o3","label":"boron oxide","mol":[0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0],"logEtaInf":-2.08,"Tg":336.6,"m":35.8,"mBand":[32.2,41.9],"TgBand":[315.9,383.6]}],"sweeps":{"Na2O":[[0.0,24.4,518.8,-3.4,23.0,29.5],[1.0,24.9,504.3,-3.27,23.4,28.6],[2.0,25.2,494.2,-3.18,23.1,30.9],[3.0,25.5,484.0,-3.1,23.5,30.3],[4.0,25.7,474.0,-3.04,24.3,29.3],[5.0,26.0,464.1,-2.97,24.5,30.5],[6.0,26.2,454.2,-2.91,24.8,31.4],[7.0,26.5,444.2,-2.85,24.6,31.3],[8.0,26.7,434.5,-2.8,25.1,31.2],[9.0,26.9,424.9,-2.75,25.2,31.1],[10.0,27.1,416.2,-2.7,25.3,31.4],[11.0,27.2,407.6,-2.67,25.1,32.3],[12.0,27.3,399.3,-2.64,25.4,33.4],[13.0,27.3,392.8,-2.64,25.3,34.0],[14.0,27.6,389.5,-2.53,25.8,32.7],[15.0,27.8,389.5,-2.4,25.9,33.2],[16.0,27.5,390.1,-2.37,25.5,32.0],[17.0,27.3,390.3,-2.38,25.0,32.0],[18.0,27.0,390.1,-2.42,25.1,32.0],[19.0,26.6,388.9,-2.48,25.0,31.5],[20.0,26.2,386.9,-2.56,24.2,31.7],[21.0,25.7,384.6,-2.65,24.0,32.1],[22.0,25.3,382.1,-2.74,23.4,30.6],[23.0,24.9,378.2,-2.81,23.0,31.0],[24.0,24.5,372.3,-2.91,22.9,30.2],[25.0,24.2,365.1,-3.0,22.8,30.2],[26.0,23.9,358.3,-3.08,22.1,28.6],[27.0,23.7,351.8,-3.16,22.1,28.8],[28.0,23.4,346.5,-3.26,21.8,29.0],[29.0,23.1,341.9,-3.36,21.7,28.7],[30.0,22.6,350.3,-3.55,21.4,27.2]],"K2O":[[0.0,24.4,518.8,-3.4,23.0,28.2],[1.0,24.8,513.2,-3.37,23.3,29.5],[2.0,25.0,509.1,-3.34,23.4,29.1],[3.0,25.2,506.8,-3.35,23.6,28.9],[4.0,25.3,503.6,-3.36,23.4,29.1],[5.0,25.4,500.3,-3.36,24.0,30.3],[6.0,25.8,495.8,-3.31,23.9,30.1],[7.0,26.2,491.7,-3.25,24.6,31.5],[8.0,26.5,491.2,-3.24,24.9,31.6],[9.0,26.8,490.6,-3.23,25.0,32.2],[10.0,27.0,489.6,-3.23,25.1,32.4],[11.0,27.2,496.5,-3.29,25.4,31.7],[12.0,27.3,503.9,-3.36,25.7,31.9],[13.0,27.2,510.5,-3.45,25.6,31.9],[14.0,27.1,510.3,-3.49,25.1,32.5],[15.0,27.1,508.1,-3.54,25.1,32.6],[16.0,27.1,505.3,-3.58,25.2,31.9],[17.0,27.1,501.9,-3.63,25.4,34.8],[18.0,27.0,498.1,-3.68,25.3,32.9],[19.0,26.9,493.2,-3.73,25.0,32.1],[20.0,26.8,487.7,-3.78,25.1,31.6],[21.0,26.8,484.5,-3.77,25.1,33.6],[22.0,26.8,483.5,-3.67,25.1,34.2],[23.0,26.9,477.3,-3.54,25.1,31.6],[24.0,26.1,513.7,-3.61,24.3,31.8],[25.0,24.9,532.7,-3.88,23.0,32.8]],"CaO":[[0.0,24.4,518.8,-3.4,22.9,29.9],[1.0,24.6,518.2,-3.39,23.0,29.7],[2.0,24.7,517.3,-3.38,23.2,29.9],[3.0,24.7,518.2,-3.38,23.3,29.1],[4.0,24.8,519.5,-3.4,23.1,28.8],[5.0,24.8,520.9,-3.42,23.3,29.5],[6.0,24.8,522.2,-3.44,23.2,29.2],[7.0,24.8,524.0,-3.47,23.4,29.1],[8.0,24.9,526.0,-3.49,23.1,29.5],[9.0,24.9,528.0,-3.52,23.6,29.9],[10.0,25.0,529.3,-3.53,23.3,28.8],[11.0,25.1,530.2,-3.53,23.7,29.4],[12.0,25.2,531.0,-3.53,23.6,28.1],[13.0,25.4,531.8,-3.53,23.7,30.6],[14.0,25.5,532.4,-3.53,24.2,30.8],[15.0,25.6,533.1,-3.54,24.2,31.2],[16.0,25.6,533.9,-3.55,24.2,29.3],[17.0,25.7,534.5,-3.56,23.9,31.4],[18.0,25.8,535.0,-3.57,24.3,30.0],[19.0,25.8,535.4,-3.58,24.1,29.9],[20.0,25.9,535.7,-3.59,24.1,30.6]],"MgO":[[0.0,24.4,518.8,-3.4,23.1,29.2],[1.0,24.6,518.3,-3.39,23.1,29.0],[2.0,24.7,517.5,-3.38,23.1,29.6],[3.0,24.7,518.5,-3.39,23.2,30.8],[4.0,24.8,520.0,-3.4,23.2,29.8],[5.0,24.8,521.5,-3.42,23.1,30.6],[6.0,24.8,523.0,-3.45,23.3,29.8],[7.0,24.9,525.2,-3.47,23.1,29.1],[8.0,24.9,527.4,-3.5,23.5,28.7],[9.0,24.9,529.7,-3.53,23.3,30.3],[10.0,25.0,531.8,-3.55,23.3,29.5],[11.0,25.0,533.9,-3.58,23.3,28.4],[12.0,25.1,535.9,-3.61,23.4,29.3],[13.0,25.1,537.8,-3.63,23.5,29.8],[14.0,25.1,539.8,-3.66,23.5,29.1],[15.0,25.2,541.6,-3.69,23.4,30.4]],"Al2O3":[[0.0,24.4,518.8,-3.4,22.8,28.8],[1.0,24.4,529.1,-3.46,23.0,28.3],[2.0,24.3,539.5,-3.54,22.7,28.8],[3.0,24.3,551.8,-3.61,22.9,29.2],[4.0,24.3,563.8,-3.7,22.6,28.6],[5.0,24.3,575.1,-3.78,22.6,29.1],[6.0,24.2,586.6,-3.86,22.8,29.7],[7.0,24.2,596.9,-3.94,22.8,28.0],[8.0,24.2,604.2,-4.03,22.7,28.2],[9.0,24.3,611.0,-4.11,22.5,27.7],[10.0,24.3,617.6,-4.19,22.8,30.0],[11.0,24.3,623.3,-4.25,22.4,28.1],[12.0,24.4,625.0,-4.26,22.7,28.6],[13.0,24.4,626.7,-4.26,22.8,29.4],[14.0,24.5,628.0,-4.26,22.9,28.4],[15.0,24.5,629.3,-4.26,23.0,28.7]],"B2O3":[[0.0,24.4,518.8,-3.4,22.9,28.8],[1.0,27.0,522.1,-2.58,25.2,31.3],[2.0,27.2,523.3,-2.61,25.4,30.7],[3.0,27.3,524.7,-2.66,25.7,33.1],[4.0,27.4,526.7,-2.71,25.4,32.7],[5.0,27.4,530.8,-2.79,25.6,32.4],[6.0,27.4,536.1,-2.89,25.6,32.6],[7.0,27.3,541.2,-2.98,25.3,32.9],[8.0,27.3,547.1,-3.08,25.6,32.4],[9.0,27.2,554.6,-3.18,25.4,32.7],[10.0,27.2,561.9,-3.28,25.5,32.7],[11.0,27.1,568.0,-3.37,25.5,31.6],[12.0,27.2,569.6,-3.37,25.3,32.4],[13.0,27.3,571.0,-3.37,25.5,32.8],[14.0,27.4,572.4,-3.37,25.6,31.8],[15.0,27.6,570.0,-3.34,25.7,32.3],[16.0,27.9,563.7,-3.29,26.1,32.8],[17.0,28.3,558.9,-3.26,26.3,33.2],[18.0,28.6,554.3,-3.24,26.8,34.4],[19.0,29.0,549.8,-3.22,27.0,34.0],[20.0,29.3,545.4,-3.19,27.6,33.3],[21.0,29.7,540.9,-3.17,27.6,34.6],[22.0,30.0,536.6,-3.15,27.9,35.8],[23.0,30.4,532.2,-3.13,28.2,34.7],[24.0,30.8,527.8,-3.11,28.7,36.2],[25.0,31.2,523.5,-3.09,28.7,36.0]],"PbO":[[0.0,24.4,518.8,-3.4,23.0,29.0],[1.0,23.6,499.0,-3.17,22.2,28.1],[2.0,23.9,494.9,-3.14,22.7,28.5],[3.0,24.1,490.9,-3.11,22.6,27.9],[4.0,24.4,486.7,-3.08,22.8,28.6],[5.0,24.6,483.8,-3.06,23.1,30.9],[6.0,24.8,482.8,-3.05,23.2,28.9],[7.0,25.1,481.8,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