Table A.1
Summary of the resimulation test for the literature values and cINN MAP predictions for the three different spectral libraries, listing the RMSEs and R2 scores of the resimulated spectra.
| Resimulation RMSE (×10−5) /R2 Score | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| Settl | NextGen | Dusty | |||||||
| Object Name | Literature | cINN | Comment | Literature | cINN | Comment | Literature | cINN | Comment |
| RXJ0445.8+1556 | 2.15/0.88 | 0.61 /0.99 | – | 2.18/0.88 | 0.77 /0.98 | – | –/– | –/– | Teff > 4000 K |
| RXJ1508.6−4423 | 0.95/0.98 | 0.93 /0.98 | – | 1.08/0.98 | 1.05 /0.98 | – | –/– | –/– | Teff > 4000 K |
| RXJ1526.0−4501 | 1.14/0.97 | 0.66 /0.99 | – | 1.20 /0.96 | 0.77 /0.98 | – | –/– | –/– | Teff > 4000 K |
| HBC407 | 1.00 / 0.97 | 0.68 /0.99 | – | 1.16 /0.96 | 0.91 /0.97 | – | –/– | –/– | Teff > 4000 K |
| PZ99J160843.4−260216 | 1.08 /0.96 | 0.82 /0.98 | – | 1.19 /0.95 | 0.93 /0.97 | – | –/– | –/– | Teff > 4000 K |
| RXJ1515.8−3331 | 1.28/0.94 | 0.85 /0.97 | – | 1.41 /0.92 | 0.92 /0.97 | – | –/– | –/– | Teff > 4000 K |
| PZ99J160550.5−253313 | 1.50 /0.90 | 0.73 /0.98 | – | 1.64 /0.88 | 0.93 /0.96 | – | –/– | –/– | Teff > 4000 K |
| RXJ0457.5+2014 | 1.98 /0.78 | 1.23 /0.92 | – | 2.07 /0.76 | 1.25 /0.91 | – | –/– | –/– | Teff > 4000 K |
| RXJ0438.6+1546 | 2.09 /0.70 | 0.89 /0.95 | – | 2.19 /0.67 | 1.02/0.93 | – | –/– | –/– | Teff > 4000 K |
| RXJ1547.7−4018 | 0.90 /0.97 | 0.95 /0.96 | – | 1.08 /0.95 | 1.11 /0.95 | – | –/– | –/– | Teff > 4000 K |
| RXJ1538.6−3916 | 1.05 /0.93 | 0.92 /0.94 | – | 1.24 /0.90 | 1.20/0.91 | – | –/– | –/– | Teff > 4000 K |
| RXJ1540.7−3756 | 1.42 /0.56 | 1.61 /0.44 | – | 1.56 /0.48 | 1.54 /0.49 | – | –/– | –/– | Teff > 4000 K |
| RXJ1543 1−3920 | 1.48 /0.42 | 1.63 /0.30 | – | 1.72 /0.22 | 1.48 /0.42 | – | –/– | –/– | Teff > 4000 K |
| SO879 | 2.66 /0.53 | 2.44 /0.61 | – | 3.02 /0.39 | 2.18 /0.68 | – | –/– | 2.08 /0.71 | – |
| Tyc7760283 1 | 2.56 /0.73 | 1.88 /0.85 | – | 1.99 /0.84 | 1.95 /0.84 | – | 1.93/0.85 | 1.89 /0.85 | 5 < log(ɡ) < 5.5 |
| TWA14 | 3.04 /0.83 | –/– | log(ɡ) > 5 | 3.28 /0.80 | 2.74 /0.86 | – | 2.96/0.84 | 3.07 /0.82 | 5 < log(ɡ) < 5.5 |
| RXJ1121.3−3447 app2 | 2.19 /0.93 | 1.88 /0.95 | – | 2.45 /0.91 | 2.15 /0.93 | – | 1.86 /0.95 | 1.80 /0.95 | 5 < log(ɡ) < 5.5 |
| RXJ1121.3−3447 app1 | 2.69 /0.92 | 2.84 /0.91 | – | 3.60 /0.85 | 2.44 /0.93 | – | 2.87 /0.91 | 2.42 /0.93 | 5 < log(ɡ) < 5.5 |
| CD 29 8887A | 2.55 /0.95 | 1.91 /0.97 | – | 2.57 /0.95 | 2.48 /0.95 | – | 1.92 /0.97 | 1.85 /0.97 | 5 < log(ɡ) < 5.5 |
| CD 36 7429B | 2.70 /0.97 | 2.30 /0.98 | – | 4.90 /0.91 | 2.57 /0.97 | – | 3.26 /0.96 | 2.26 /0.98 | – |
| TWA15 app2 | 2.98 /0.96 | 3.04 /0.96 | – | 4.04 /0.92 | 2.59 /0.97 | – | 2.93 /0.96 | 2.57 /0.97 | 5 < log(ɡ) < 5.5 |
| TWA7 | 3.45 /0.95 | 3.62 /0.94 | – | 4.53 /0.91 | 2.66 /0.97 | – | 3.36 /0.95 | 2.76 /0.97 | – |
| TWA15 app1 | 3.95 /0.93 | –/– | log(ɡ) > 5 | 3.26 /0.95 | 2.95 /0.96 | – | 3.01 /0.96 | 2.96 /0.96 | 5 < log(ɡ) < 5.5 |
| SO797 | 3.77 /0.97 | 2.70 /0.98 | – | 6.35 /0.92 | 2.47 /0.99 | – | 4.63 /0.96 | 2.27 /0.99 | – |
| SO641 | 3.83 /0.97 | 3.15 /0.98 | – | 6.37 /0.92 | 2.62 /0.99 | – | 4.76 /0.96 | 2.63 /0.99 | – |
| Par Lup3 2 | 3.68 /0.97 | 3.03 /0.98 | – | 4.74 /0.95 | 2.86 /0.98 | – | 3.31 /0.98 | 2.76 /0.98 | – |
| SO925 | 4.55 /0.97 | 4.42 /0.97 | – | 7.28 /0.91 | 3.06 /0.98 | – | 5.91 /0.94 | 3.17 /0.98 | – |
| SO999 | 4.20 /0.97 | 3.90 /0.97 | – | 6.27 /0.93 | 2.99 /0.98 | – | 5.00 /0.96 | 3.10/0.98 | – |
| Sz107 | 4.44 /0.97 | 4.85 /0.96 | – | 6.58 /0.93 | 2.83 /0.99 | – | 5.32 /0.95 | 3.11 /0.98 | – |
| Par Lup3 1 | 8.90 /0.92 | 5.64 /0.97 | – | 12.4/0.85 | –/– | log(ɡ) < 2.5 | 11.5 /0.87 | 4.05 /0.98 | – |
| LM717 | 7.08 /0.95 | 5.77 /0.96 | – | 10.1 /0.88 | –/– | log(ɡ) < 2.5 | 9.80 /0.90 | –/– | log(ɡ) < 3.0 |
| J11195652−7504529 | 7.49 /0.95 | 6.73 /0.96 | – | 10.9 /0.89 | –/– | log(ɡ) < 2.5 | 10.1 /0.89 | –/– | log(ɡ) < 3.0 |
| LM601 | 7.76 /0.94 | 7.26 /0.95 | – | 9.97 /0.91 | –/– | log(ɡ) < 2.5 | 9.06 /0.92 | –/– | log(ɡ) < 3.0 |
| CHSM17173 | 8.65 /0.94 | –/– | Teff < 2700 K | 10.1 /0.90 | –/– | log(ɡ) < 2.5 | 9.63 /0.92 | –/– | log(ɡ) < 3.0 |
| TWA26 | –/– | –/– | Teff < 2700 K | –/– | –/– | log(ɡ) < 2.5 | –/– | –/– | Teff < 2700 K |
| DENIS1245 | –/– | –/– | Teff < 2700 K | –/– | –/– | log(ɡ) < 2.5 | –/– | –/– | Teff < 2700 K |
| Resimulated Spectra | 34 | 31 | – | 34 | 29 | – | 20 | 17 | – |
Notes. The comment column indicates why the cINN prediction could not be resimulated. For SO879, the cINN prediction can be resimulated with the Dusty library even though the literature temperature exceeds 4000 K because the cINN underestimates Teff by 151 K here, thus falling into the Dusty temperature boundaries.
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