
Ten papers on the step between simulated gas and measured absorbers: a wind that loses its neutral gas as the cells grow, a forest network whose F1 halves on real spectra, and the first untargeted 21-cm absorber sample at z <= 0.09.
| Work | Class and redshift | Comparison level | Result to check | Code and data |
|---|---|---|---|---|
| Zhang et al., ApJS 287, 23 | (d) measurement; z ≤ 0.09 | 132 absorbers over 19,500 deg², against earlier flux-limited 21-cm samples | 132 systems, about 60 new; median τ_HI ≈ 0.14 3 | Machine-readable Tables 1–3 with the article; no authors' repository stated 5 |
| He & Li, ApJ 1011, 45 | (a) synthetic against measured; z ≈ 0, at 15–50 Mpc | 474 L* galaxies stacked in eRASS1 against the authors' own TNG50 Milky Way analogues | 7.4σ over 10–50 kpc; β = 0.52; M_hot ≈ 2 × 10¹⁰ M⊙ between 10 and 200 kpc 4 | Sample table on Zenodo; no analysis code stated 6 |
| He et al., arXiv:2610.35115 | (a) synthetic against measured; z = 0 patch | QUOKKA winds at 1, 2 and 4 pc against Milky Way nuclear-wind H I clouds | η_HI = 0.316, 0.117 and 0.000 at the three resolutions 1 | QUOKKA public; simulation outputs on request 7 |
| Sharma et al., MNRAS stag2027 | (d) measurement method; z_abs 2.5–2.7 | TNG100-trained CNN against VIPER fits on 62 UVES spectra | F1 0.8 on mocks, 0.5 on UVES; N_HI error 0.18 to 0.34 dex 2 | Machine-learning code on request; no repository 8 |
| Wolfson et al., arXiv:2610.31626 | (b) model against model; z = 5–6 | Maximum-likelihood band powers against an FFT estimator on Nyx mocks | FFT residuals stay offset at k ≳ 0.1 s/km at 4 km s⁻¹ pixels 9 | No repository or data release stated |
| Pessa et al., A&A 202662252 | (d) measurement; 0.7 ≲ z ≲ 2.3 | 20 MUSE galaxies; outflow speed against three SFR windows and two conventional tracers | ρ = 0.63 with SFR₂₀₀, 0.12 with a parametric SED fit 10 | No repository or data release stated |
| Gagnon-Hartman et al., A&A 202659466 | (a) model against measured; z ≈ 5 | Conditional Lyα model from 60 MUSE galaxies against about 20,000 Subaru LAEs | Equivalent-width PDF and luminosity function reproduced; GS-z13 inside 1σ 11 | Model code on GitHub 12 |
| Lopez, D'Aloisio & Cain, arXiv:2610.28765 | (d) measurement; 4.9 ≲ z ≲ 6.7 | Planck low-ℓ EE and TT against XQR-30 dark pixels, a damping-wing limit and Γ_HI | τ_es held near 0.061; Δz_90 tightens from below 13.5 to below 11.4 13 | No repository or data release stated |
| Nakane & Ouchi, ApJ 1011, 21 | (d) measurement; z = 7.19–10.60 | 8 SPURS/NIRSpec galaxies against QSO DLAs and the local C_f–N relation | C_f = 0.53–0.69; [Fe/Si] ≈ −0.2 in the two Fe II detections 14 | Reduced spectra on MAST and the Dawn archive 15 |
| Breitman et al., A&A 202661186 | (a) synthetic against upper limits; z ≈ 5–30 | 21cmFAST emulator against HERA limits, Planck τ_e and UV luminosity functions | Emulator error 0.45 per cent; X-ray limit above 10³⁹·² erg s⁻¹ M⊙⁻¹ yr 16 | Public package, release v3.0.0 17 |



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