Cross-correlation transmission spectroscopy of ultra-hot Jupiters WASP-189b, HAT-P-57b, KELT-17b, and KELT-21b with GIANO-B
Pith reviewed 2026-06-26 02:26 UTC · model grok-4.3
The pith
Cross-correlation of NIR spectra yields a 3.8 sigma water detection in HAT-P-57b and a 5.3 sigma FeH detection in KELT-17b.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
We report a tentative detection (3.8 sigma) of H2O in HAT-P-57 b and a detection (5.3 sigma) of FeH in KELT-17 b, which is the third FeH detection ever in a UHJ and with the lowest equilibrium temperature. No molecular signals were found in KELT-21b and WASP-189b, or for other molecules in HAT-P-57b and KELT-17b. The cross-correlation results align with the species detected in the UHJ population.
What carries the argument
Cross-correlation technique applied to NIR transmission spectra from GIANO-B to extract molecular signals after removal of telluric and stellar lines.
If this is right
- The detected species in HAT-P-57b and KELT-17b match the inventory already reported for other ultra-hot Jupiters.
- NIR transmission spectra from 4 m telescopes can recover molecular signals in UHJs.
- KELT-17b supplies the lowest-temperature FeH detection yet, extending the range of conditions where this molecule appears.
- Absence of signals in KELT-21b and WASP-189b is consistent with current limits on what NIR cross-correlation can extract from these targets.
Where Pith is reading between the lines
- Additional NIR epochs on the same targets could test whether the reported significances hold or arise from noise.
- The success with GIANO-B suggests similar instruments on other 4 m telescopes could enlarge the sample of NIR molecular detections.
- Lower equilibrium temperatures may still permit FeH to remain detectable, which future surveys can check by targeting cooler UHJs.
Load-bearing premise
The cross-correlation peaks are assumed to come from the planet after telluric and stellar signals are removed, without residual systematics or template mismatches that could create false positives.
What would settle it
A higher signal-to-noise follow-up observation that fails to recover the 5.3 sigma FeH peak in KELT-17b at the expected orbital velocity would falsify the reported detection.
Figures
read the original abstract
Since the discovery of the first exoplanet, significant efforts have been made to characterise their atmospheres. Ultra-hot Jupiters (UHJs) are of particular interest due to their extended and hot atmospheres. Although previous studies have focused on the detection of atomic species at optical wavelengths, near-infrared (NIR) observations offer the potential to detect molecules. In our study, we applied the cross-correlation technique to NIR transmission spectra from \giano. The analysis focuses on the search for H$_2$O, CO, CO$_2$, CH$_4$, HCN, and FeH molecular signals in the atmospheres of four UHJs: HAT-P-57 b, KELT-17 b, KELT-21 b, and WASP-189 b. For the first time, we report results on the NIR transmission spectra of KELT-17b, KELT-21b, and WASP-189b. We report a tentative detection ($3.8\sigma$) of H$_2$O in HAT-P-57 b and a detection ($5.3\sigma$) of FeH in KELT-17~b, which is the third FeH detection ever in a UHJ and with the lowest equilibrium temperature. No molecular signals were found in KELT-21b and WASP-189b, or for other molecules in HAT-P-57b and KELT-17b. The cross-correlation results for HAT-P-57 b, KELT-17 b, KELT-21 b, and WASP-189 b in transmission align with the species detected in the UHJ population. This work underscores the need for further observations to confirm and expand the transmission study of UHJs in the NIR, and the capabilities of high-resolution spectrographs on 4-m-class telescopes.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript applies the cross-correlation technique to GIANO-B near-infrared transmission spectra of four ultra-hot Jupiters (HAT-P-57b, KELT-17b, KELT-21b, WASP-189b) to search for H₂O, CO, CO₂, CH₄, HCN, and FeH. It reports a tentative 3.8σ detection of H₂O in HAT-P-57b and a 5.3σ detection of FeH in KELT-17b (the third such detection in a UHJ and at the lowest Teq), with no other molecular signals detected.
Significance. If the detections are robust, the work adds to the census of molecular species in ultra-hot Jupiter atmospheres via NIR transmission spectroscopy and demonstrates the capabilities of 4-m-class telescopes for such observations.
major comments (2)
- [Data reduction and cross-correlation analysis] Data reduction and cross-correlation sections: No injection-recovery tests, false-positive rate estimates, or quantitative assessment of residual systematics after molecfit/PCA telluric and stellar removal are presented to support the claimed 3.8σ and 5.3σ significances; this is load-bearing because the central detections rest on the assumption that CCF peaks arise solely from the planet.
- [Results for KELT-17b] Results for KELT-17b FeH detection: The manuscript provides no sensitivity analysis showing how the assumed T-P profile and dissociation equilibrium in the FeH template affect the CCF peak height and reported 5.3σ value, despite the known sensitivity of FeH templates to these assumptions.
minor comments (2)
- [Abstract] Abstract: The statement that results 'align with the species detected in the UHJ population' is not accompanied by a quantitative comparison or table of prior detections.
- Notation: Inconsistent use of spacing around 'KELT-17~b' versus other targets; ensure uniform formatting throughout.
Simulated Author's Rebuttal
We thank the referee for their detailed and constructive report. We address each major comment below. Where the comments identify gaps in the presented analysis, we agree that revisions are warranted and will incorporate additional tests and discussion in the revised manuscript.
read point-by-point responses
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Referee: Data reduction and cross-correlation sections: No injection-recovery tests, false-positive rate estimates, or quantitative assessment of residual systematics after molecfit/PCA telluric and stellar removal are presented to support the claimed 3.8σ and 5.3σ significances; this is load-bearing because the central detections rest on the assumption that CCF peaks arise solely from the planet.
Authors: We acknowledge that the manuscript does not present explicit injection-recovery tests, false-positive rate estimates, or a quantitative residual assessment after the molecfit and PCA steps. The reported significances follow the standard cross-correlation procedure used in the high-resolution spectroscopy literature, with noise estimated from the off-peak CCF standard deviation. Nevertheless, the referee is correct that these additional checks would strengthen the robustness claims. In the revised manuscript we will add injection-recovery tests for the reported H2O and FeH signals, together with a quantitative evaluation of residual systematics after telluric and stellar removal. revision: yes
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Referee: Results for KELT-17b FeH detection: The manuscript provides no sensitivity analysis showing how the assumed T-P profile and dissociation equilibrium in the FeH template affect the CCF peak height and reported 5.3σ value, despite the known sensitivity of FeH templates to these assumptions.
Authors: We agree that FeH line lists and templates are known to be sensitive to the adopted temperature-pressure profile and dissociation assumptions. The current analysis employed a single equilibrium-chemistry template generated at the planet’s equilibrium temperature. To address the referee’s concern, the revised manuscript will include a sensitivity analysis in which the T-P profile and dissociation parameters are varied within plausible ranges, with the resulting changes to the CCF peak height and significance reported explicitly. revision: yes
Circularity Check
No significant circularity: observational cross-correlation analysis
full rationale
This is a standard high-resolution transmission spectroscopy paper that applies the cross-correlation technique to GIANO-B NIR data for four UHJs. Detections (e.g., 5.3σ FeH in KELT-17b) are reported from empirical CCF peaks after telluric/stellar subtraction; significances derive directly from the observed data distribution rather than from any fitted parameter that is then renamed as a prediction. No self-definitional equations, fitted-input predictions, or load-bearing self-citations appear in the derivation chain. The work is self-contained against external benchmarks (template libraries, standard pipelines) and does not invoke uniqueness theorems or ansatzes from prior author work to force results.
Axiom & Free-Parameter Ledger
axioms (1)
- domain assumption The cross-correlation technique can reliably extract planetary atmospheric signals from high-resolution spectra after removing stellar and telluric contributions.
Reference graph
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