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. 2024 Aug 30;5(2):121–129. doi: 10.5194/mr-5-121-2024

1H-enhanced 103Rh NMR spectroscopy and relaxometry of 103Rh(acac)3 in solution

Harry Harbor-Collins 1,1, Mohamed Sabba 1,1, Markus Leutzsch 2,2, Malcolm H Levitt 1,1,
PMCID: PMC12163919  PMID: 40521230

Abstract

Recently developed polarisation transfer techniques are applied to the 103Rh nuclear magnetic resonance (NMR) of the 103Rh(acac)3 coordination complex in solution. Four-bond 1H 103Rh J  couplings of around 0.39 Hz are exploited to enhance the 103Rh NMR signal and to estimate the 103Rh T1  and T2  relaxation times as a function of field and temperature. The 103Rh longitudinal T1  relaxation in 103Rh(acac)3 is shown to be dominated by the spin–rotation mechanism, with an additional field-dependent contribution from the 103Rh chemical shift anisotropy.

1. Introduction

Although rhodium is one of the few chemical elements with a 100 % abundant spin- 1/2 isotope, the routine nuclear magnetic resonance (NMR) of 103Rh has been inhibited by its very small gyromagnetic ratio, which is negative and 31.59 times less than that of 1H ().

While indirectly detected 103Rh NMR has had an appreciable history (), advances in instrumentation and methodology have allowed rapid observation of 103Rh NMR parameters on standard commercial NMR spectrometers, leading to a recent renaissance of the field ().

The rhodium(III) acetylacetonate ( 103Rh(acac)3 ) complex (see Fig. ) currently serves as the International Union of Pure and Applied Chemistry (IUPAC) 103Rh NMR chemical-shift reference (). To the wider scientific community, 103Rh(acac)3 is better known for its role in the production of thin rhodium films and nanocrystals for use in catalysis ().

Figure 1.

Figure 1

The molecular structure of rhodium(III) acetylacetonate, 103Rh(acac)3 , which has point group symmetry D3 . This work exploits the long-range 4JHRh scalar couplings for polarisation transfer between the 103Rh and methine 1H spins.

The early studies of nuclear spin relaxation in 103Rh(acac)3 were greatly limited by the poor 103Rh signal strength, and they provided somewhat conflicting conclusions for the 103Rh relaxation mechanisms (). Recently, a two-bond 13C 103Rh coupling of 1.1 Hz was observed in 103Rh(acac)3 and was exploited for triple-resonance experiments ().

We now report the observation of a four-bond 1H 103Rh J  coupling of |4JHRh| 0.39 Hz between the central 103Rh nucleus and each of the three methine 1H nuclei in 103Rh(acac)3 (see Fig. ). These small couplings are exploited for the 1H -enhanced 103Rh NMR spectroscopy of the 103Rh(acac)3 complex. 103Rh spin–lattice T1 and spin–spin T2  relaxation time constants are measured over a range of magnetic fields and temperatures. The 103Rh T1  relaxation is found to be dominated by spin–rotation, with an additional contribution from the chemical shift anisotropy (CSA), which is significant at high fields.

2. Experimental

Experiments were performed on a saturated ( 140 mM ) solution of rhodium(III) acetylacetonate ( 103Rh(acac)3 ) dissolved in 350 µL CDCl3 . 103Rh(acac)3 was purchased from Sigma-Aldrich and used as received. 103Rh(acac)3 is a bright yellow powder, which is dissolved in CDCl3 to form a solution with a deep golden colour.

The radio frequency channels were additionally isolated by installing a bandpass (K&L Microwave) and low-pass (Chemagnetics 30 MHz ) filter at the preamplifier outputs of the 1H and 103Rh channels, respectively. Pulse powers on the 1H and 103Rh channels were calibrated to give a matched nutation frequency of 2 π × 4000 Hz , corresponding to a 90° pulse length of 62.5 µs . Field-cycling experiments were performed using a motorised fast-shuttling system (). The shuttling time was kept constant at 2 s , in both directions.

3. Results

3.1. 1H spectrum

The 1H spectrum for 103Rh(acac)3 in CDCl3 (shown in Fig. a) features two resonances: a singlet at 2.170 ppm , corresponding to the six methyl protons on each acac ligand, and a broad, weak doublet centred at 5.511 ppm , corresponding to the acac methine protons. An expanded region showing just the methine resonance is presented in Fig. b. The four-bond 103Rh 1H spin–spin coupling is estimated to be |4JHRh| = 0.39 ± 0.01 Hz .

Figure 2.

Figure 2

(a)  1H spectrum of a 140 mM solution of 103Rh(acac)3 in CDCl3 , acquired at 9.4 T and 298 K , in a single transient. Lorentzian line broadening (1 Hz ) was applied. (b) Expanded view of the methine 1H resonance. Negative Lorentzian line broadening ( - 0.2 Hz ) was applied to enhance the resolution.

3.2. 103Rh spectra

3.2.1. Direct 103Rh excitation

The 1H -decoupled 103Rh spectrum of the 103Rh(acac)3 solution, acquired with single-pulse excitation of 103Rh transverse magnetisation, is shown in Fig. a and displays a single peak with the 103Rh chemical shift of 8337.6 ppm . The signal-to-noise ratio is quite poor, even after 12 h of data acquisition.

Figure 3.

Figure 3

1H -decoupled 103Rh NMR spectra of a 140 mM solution of 103Rh(acac)3 in CDCl3 , in a field of 9.4 T and at a temperature of 295 K . Lorentzian line broadening (1 Hz ) was applied to all spectra. 103Rh chemical shifts are referenced to the absolute frequency ( Ξ(103Rh) = 3.16 %). In all spectra, 1H decoupling was achieved using continuous wave decoupling with 0.05 W of power, corresponding to a nutation frequency of 1 kHz . (a)  103Rh Hdec spectrum, acquired using 300 transients, each using a single 103Rh 90° pulse. The waiting interval between transients was 150 s . The total experimental duration was 12 h . (b)  103Rh Hdec spectrum, acquired using 16 transients and the pulse sequence shown in Fig. , with n=11 repetitions of the DualPol (dual-channel PulsePol) sequence. The waiting interval between transients was 18 s . The total experimental duration was 5 min . (c)  103Rh Hdec spectrum, acquired using 16 transients and an optimised refocused-INEPT (Insensitive Nucleus Enhancement by Polarisation Transfer) sequence. The waiting interval between transients was 18 s . The total experimental duration was 5 min .

3.2.2. 1H 103Rh polarisation transfer by DualPol

Polarization transfer from the 1H nuclei to the 103Rh nuclei was performed using the previously described DualPol pulse sequence incorporating acoustic-ringing suppression (), as shown in Fig. .

Figure 4.

Figure 4

Pulse sequence for the acquisition of 1H -enhanced 103Rh spectra; an expanded view of the DualPol pulse sequence module is shown at the bottom. The black rectangles indicate symmetrised BB1 composite 180° pulses () and  τ indicates an interpulse delay. Phase cycles are given by the following: ϕ1=[-x,x,-x,x] , ϕ2=[x,x,-x,-x] , ϕ3=[x,x,x,x,y,y,y,y,-x,-x,-x,-x,-y,-y,-y,-y] and the receiver ϕrec=[x,-x,x,-x,y,-y,y,-y,-x,x,-x,x,-y,y , -y,y] .

The DualPol sequence consists of two synchronised PulsePol sequences (), applied simultaneously on two radio frequency channels.

The PulsePol sequence was originally developed in the context of electron–nucleus polarisation transfer (). As discussed in , PulsePol may be interpreted as a “riffled” implementation of an R sequence, using the nomenclature of symmetry-based recoupling in solid-state NMR (). In the case of PulsePol, the R element is a composite 90y180x90y pulse, with “windows” inserted between the pulses. Furthermore, in the current implementation, the central 180x pulse of each R element is itself substituted by a BB1 composite pulse (). That substitution was previously shown to increase the robustness of the pulse sequence with respect to deviations in the radio frequency amplitudes and resonance offsets (). The total R-element duration, including all pulses and windows, is denoted using τR here (see Fig. ).

For the experiments described here, the DualPol sequences used an R-element duration equal to τR = 70 ms , with pulse durations given by τ90 = 62.5 µs for the 90° pulses and τBB1 = 10 × τ90 = 625 µs for the BB1 composite 180° pulses.

The 103Rh and methine 1H nuclei of 103Rh(acac)3 form an I3S spin system, where the 103Rh nucleus is the S spin and the magnetically equivalent 1H nuclei are the I spins.

The DualPol spin dynamics are identical to those for Hartmann–Hahn J cross-polarisation (). The DualPol average Hamiltonian has the following form:

H(1)=κ×2πJIS(IxSx+IySy), 1

where the scaling factor is given by κ=1/2 in the limit of short, ideal, radio frequency pulses. In the absence of relaxation and pulse imperfections, a DualPol sequence with a scaling factor κ=1/2 , applied to an I3S spin system should give rise to the following enhancement of the S-spin magnetisation, relative to its thermal-equilibrium value:

ϵDualPol(T)=γI4γS2sin⁡212JIST+sin⁡2πJIST+2sin⁡2123πJIST. 2

Here, T  is the overall duration of the DualPol sequence. As the magnetogyric ratios of 103Rh and 1H have opposite signs, the function ϵDualPol(T) is negative for all values of  T . The blue curve in Fig.  shows a plot of |ϵDualPol| against  T , for a J  coupling of |JIS| 0.39 Hz . The maximum value of |ϵDualPol| is given in the absence of relaxation by

ϵDualPolmax=|17γI/16γS|33.56 3

for the case of I = 1H and S = 103Rh . As Eq. () is quasi-periodic (), the value of  T which maximises |ϵDualPol| is indeterminate. The first maximum may be found numerically and occurs at the duration T1st max 0.6098JIS-1 , at which point the theoretical enhancement is given by |ϵDualPol| 1.052|γI/γS| 33.23 for the case of I = 1H and S = 103Rh . Hence, for the estimated 1H 103Rh J  coupling of |JIS| 0.39 Hz , assuming κ=1/2 , the 103Rh signal enhancement is expected to reach its first maximum at a DualPol duration of T1st max 1.563 s , in the absence of relaxation.

Figure 5.

Figure 5

103Rh signal enhancement factor for 103Rh(acac)3 as a function of DualPol sequence duration  T , normalised against thermal-equilibrium 103Rh polarisation. Black diamonds: experimental data points; solid blue line: the theoretical enhancement factor |ϵDualPol(T)| for an I3S spin system in the absence of relaxation, as given by Eq. () for |JIS| = 0.39 Hz .

In the experiments described here, the optimum duration of the DualPol sequence was found for a repetition number of n=11 . For an R-element duration of τR = 70 ms , this corresponds to a total DualPol sequence duration of T = 1.54 s , which is in good agreement with the theoretical value.

The DualPol-enhanced 103Rh spectrum is shown in Fig. b and displays an experimental signal enhancement of 23 over the directly excited 103Rh spectrum in Fig. a.

Figure  shows the experimental 103Rh signal enhancement factor as a function of the DualPol sequence duration  T . Although the maximum of the experimental enhancement occurs at a similar position to the maximum of the theoretical curve, there is clearly a strong damping of the enhancement with respect to the duration  T , leading to a loss of intensity at the theoretical maximum. This damping may be associated with transverse relaxation of the 1H and 103Rh transverse magnetisation during the polarisation transfer process.

3.2.3. 1H 103Rh polarisation transfer by refocused INEPT

Polarisation transfer from 1H to 103Rh may also be conducted by the standard refocused-INEPT pulse sequence . In this case, the theoretical enhancement of the S-spin magnetisation, due to transfer from the I spins, is given for the I3S case, in the absence of relaxation and other imperfections, by :

ϵRI(τ1,τ2)=3γI4γSsin⁡(πJISτ1)×sin⁡(πJISτ2)+sin⁡(3πJISτ2), 4

where τ1 and τ2  refer to the total echo durations including two inter-pulse intervals, as shown in Fig. 1 of . The maximum of this function is found at τ1=(2JIS)-1 and τ2=arcsin(3-1/2)/(πJIS) , giving an enhancement of |ϵRI|=|2γI/3γS| (). Therefore, the maximum theoretical enhancement by refocused INEPT is

ϵRImax=|2γI/3γS|1.155|γI/γS|36.48 5

for the case of I = 1H and S = 103Rh . Hence, in the absence of relaxation, refocused INEPT can give a slightly greater enhancement than DualPol in an I3S system. However, the maximum enhancements by both DualPol and INEPT are less than the theoretical bound on the enhancement of S-spin magnetisation by polarisation transfer from the I spins in a permutation-symmetric I3S spin system, which is equal to |3γI/2γS| ().

The theoretical advantage of INEPT over DualPol is not realised in practice for the case of 103Rh(acac)3 . The maximum enhancement by refocused INEPT was realised for durations of τ1 = 920 and τ2 = 500 ms , which yielded a 103Rh enhancement factor of 17 over thermal polarisation, i.e. less than the maximum DualPol enhancement, which was 23. The experimentally optimised interval  τ1 is significantly shorter than the optimum theoretical value in the absence of relaxation, which is τ1theor = 1.28 s , assuming a 103Rh 1H spin–spin coupling of JHRh = 0.39 Hz . The optimum value of  τ2 , on the other hand, is very similar to the theoretical value, which is τ2theor = 503 ms .

The 1H -enhanced 103Rh spectrum, produced by an optimised refocused-INEPT sequence, is shown in Fig. c. It shows a significantly lower enhancement than the DualPol result of Fig. b, despite the fact that the theoretical enhancement by refocused INEPT is higher than that of DualPol in the absence of relaxation (see Eqs.  and ). The loss of amplitude relative to the theoretical values may be attributed to transverse 1H relaxation during the polarisation transfer process. It is known that Hartmann–Hahn-style cross-polarisation sequences such as DualPol can outperform INEPT in the presence of transverse relaxation ().

4. 1H -detected 103Rh T2

The 103Rh T2  relaxation time constant for 103Rh(acac)3 in CDCl3 was measured via the methine 1H signals using a variant of a previously described indirectly detected T2  DualPol pulse sequence (), which is shown in Fig. . The pulse sequence starts with a DualPol sequence of duration T = 1.54 s to transfer thermal-equilibrium longitudinal 1H magnetisation to 103Rh . The 103Rh longitudinal magnetisation is converted into 103Rh transverse magnetisation by a 90° pulse on the 103Rh channel. The 103Rh transverse magnetisation evolves under a Carr–Purcell–Meiboom–Gill (CPMG) train of m  spin echoes, each with an echo duration τecho = 45 ms . The Carr–Purcell sequence suppresses the confounding effects of translational diffusion and mixing with antiphase spin operators (). The 103Rh transverse magnetisation is converted to 103Rh longitudinal magnetisation by a second 90°  103Rh pulse. A 1H “D-filter” module is applied to destroy any residual 1H magnetisation, before another DualPol sequence of duration T = 1.54 s transfers the 103Rh longitudinal magnetisation to 1H longitudinal magnetisation. A 1H “z-filter” module is applied to destroy any other 1H magnetisation components, followed by a 90°  1H pulse which excites 1H transverse magnetisation whose precession induces a 1H NMR signal which is detected in the following interval. The 1H D-filter and z-filter modules are described in Figs. 3 and 4 of , respectively.

Figure 6.

Figure 6

Sequence used for the indirect measurement of rhodium T2 through 1H detection. The phase cycles are given by the following: ϕ1=[x,x,-x,-x] , ϕ2=[-x,x,-x,x] , ϕ3=[x,x,x,x,y,y,y,y,-x,-x,-x,-x,-y,-y,-y,-y] and the receiver ϕrec=[x,-x,-x,x,y,-y,-y,y,-x,x,x,-x,-y,y,y,-y] . The echo interval τecho was 45 ms . The black rectangle indicates a symmetrised BB1 composite 180° pulse (). An MLEV-64 supercycle was applied to the phases of the 180° pulses (). The 1H “D-filter” and “z-filter” modules are described in Figs. 3 and 4 of , respectively.

Repetition of the experiment with increasing values of  m leads to the 103Rh T2  decay curve shown in Fig. . This fits well to a single exponential decay with the time constant T2(103Rh) = 18.36 ± 0.92 s .

Figure 7.

Figure 7

Decay curve for the 103Rh transverse magnetisation of 103Rh(acac)3 in solution at a field of 9.4 T , measured by the indirectly detected multiple spin-echo scheme in Fig. . The experimental duration was 15 min .

5. 1H -detected 103Rh T1

The 103Rh T1  relaxation time constant for 103Rh(acac)3 in CDCl3 was measured indirectly using the methine 1H signals, by means of the pulse sequence shown in Fig.  (). The pulse sequence starts with a DualPol sequence of duration T = 1.54 s to transfer thermal-equilibrium longitudinal 1H magnetisation to 103Rh . For variable-field experiments, the sample is shuttled out of the high-field magnet into a low-field region. The nuclear magnetisation is allowed to relax for an interval τrelax . If necessary, the sample is shuttled back into high field, and residual 1H magnetisation is destroyed by a 1H D-filter module. A pair of phase-cycled 90° 103Rh pulses are applied to select for 103Rh z-magnetisation before a second DualPol sequence of duration T = 1.54 s transfers the partially relaxed longitudinal 103Rh magnetisation to 1H magnetisation. A 1H z-filter module is applied to destroy any other 1H magnetisation components, followed by a 90°  1H pulse which excites 1H transverse magnetisation whose precession induces a 1H NMR signal that is detected in the following interval. The 1H D-filter and z-filter modules are described in Figs. 3 and 4 of , respectively. During τrelax , 1H -enhanced 103Rh magnetisation decays toward thermal 103Rh magnetisation, which is very small; hence, at large values of τrelax , resulting 103Rh -derived 1H signals are very weak and close to zero, even for measurements performed at higher magnetic field strengths.

Figure 8.

Figure 8

Sequence used for the indirect measurement of the rhodium  T1 through the 1H NMR signal. Phase cycles are given by the following: ϕ1=[x,x,-x,-x] , ϕ2=[-x,x,-x,x] , ϕ3=[x,x,x,x,y,y,y,y,-x,-x,-x,-x,-y,-y,-y,-y] and the receiver ϕrec=[x,-x,-x,x,y,-y,-y,y,-x,x,x,-x,-y,y,y,-y] . The optional shuttling of the sample to low field, and back again, during the interval τrelax is indicated. The 1H “D-filter” and “z-filter” modules are described in Figs. 3 and 4 of , respectively.

The trajectory of indirectly detected 103Rh z-magnetisation in a field of 9.4 T and at a temperature of 295 K is shown in Fig. a. The trajectory fits well to a single exponential decay with time constant T1(103Rh) = 41.8 ± 0.9 s . A trajectory in the low magnetic field of 10 mT and at a temperature of 295 K is shown in Fig. b. This was produced by shuttling the sample to a low magnetic field, and back again, during the interval τrelax . The relaxation process is somewhat slower in a low magnetic field, with a time constant of T1(103Rh) = 57.8 ± 1.7 s .

Figure 9.

Figure 9

Trajectories of longitudinal 103Rh magnetisation for 103Rh(acac)3 in solution at a temperature of 295 K , measured indirectly through the methine 1H signals, using the pulse sequence in Fig. . (a) Filled symbols: 1H signal amplitudes at a magnetic field of 9.4 T . The data were acquired in 2 h . The integrals are normalised against the 1H spectrum obtained by a single 1H 90° pulse applied to a system in thermal equilibrium at 9.4 T and at 295 K . Dotted line: fitted exponential decay with time constant T1(103Rh) = 41.8 ± 0.9 s . Panel (b) is the same as panel (a) but the sample is shuttled to a field of 10 mT during the relaxation delay τrelax . Dotted line: fitted exponential decay with time constant T1(103Rh) = 57.8 ± 1.7 s .

The observed field dependence of the 103Rh relaxation rate constant T1-1 is shown in Fig. a. The magnetic field dependence of T1-1 is quite weak in this range of fields. The relaxation rate constant increases slightly with increasing magnetic field at the high-field end, suggestive of a weak relaxation contribution from the 103Rh chemical shift anisotropy. The blue curve in Fig. a shows the best-fit quadratic function T1-1(B)=T1-1(0)+aB2 , where T1-1(0) = (167 ± 7) × 10 -4 s-1 and a = (7 ± 2) × 10 -5 s-1T-2 .

Figure 10.

Figure 10

(a)  103Rh relaxation rate constant T1-1 for 103Rh(acac)3 in solution, as a function of magnetic field strength at a temperature of 295 K . The blue line shows the best-fit quadratic function T1-1(B)=T1-1(0)+aB2 , where T1-1(0) = (167 ± 7) × 10 -4 s-1 and a = (7 ± 2) × 10 -5 s-1T-2 . (b)  103Rh relaxation rate constant T1-1 for 103Rh(acac)3 in solution, as a function of temperature at a magnetic field strength of 9.4 T .

The observed temperature dependence of the 103Rh relaxation rate constant T1-1 is shown for a field of B 9.4 T in Fig. b. The rhodium T1-1 increases monotonically with increasing temperature over the relevant temperature range. At 315 K , relaxation occurs with a time constant of T1(103Rh) = 30.6 ± 1.1 s .

A positive dependence of the 103Rh T1-1 on temperature was reported previously for 103Rh(acac)3 in solution ().

6. Discussion

The temperature dependence of the 103Rh T1-1 , as shown in Fig. b, indicates a dominant spin–rotation relaxation mechanism. For small molecules with a short rotational correlation time relative to the nuclear Larmor period, spin–rotation is the only mechanism that leads to a positive correlation of T1-1 with temperature (). This is because the amplitudes of the local magnetic fields generated by the spin–rotation interaction are proportional to the root-mean-square rotational angular momentum of the participating molecules – a quantity that is linked to the mean rotational kinetic energy of the molecules, which increases linearly with temperature. For other mechanisms, the decrease in the rotational correlation time τc with increasing temperature leads to a decrease in the relaxation rate with increasing temperature, in the fast-motion limit.

The field dependence of the 103Rh T1-1 , as shown in Fig. a, displays a modest increase in relaxation rate with increasing magnetic field at high field, which suggests an additional contribution from the rotational modulation of the 103Rh CSA tensor. A finite 103Rh CSA tensor is allowed with respect to symmetry under the D3 point group of 103Rh(acac)3 (). Indeed, solid-state NMR data indicate a 103Rh shielding anisotropy of Δσ 460 ppm , with relativistic quantum chemistry calculations in reasonable agreement (). The magnitude of this CSA tensor is modest by 103Rh standards. For example, the 103Rh nuclei in Rh paddlewheel complexes have a shielding anisotropy of |Δσ| 9900 ppm ().

In summary, we have demonstrated the successful transfer of polarisation between the central 103Rh nucleus and the three methine 1H nuclei in 103Rh(acac)3 , through the very small four-bond 1H 103Rh couplings. The polarisation transfer is more efficient for DualPol than for refocused INEPT, even though the theoretical efficiency of DualPol is slightly less than that of refocused INEPT, for the relevant I3S spin system. We have successfully exploited 1H 103Rh polarisation transfer to study the longitudinal and transverse relaxation of 103Rh for 103Rh(acac)3 in solution. The 103Rh T1  relaxation is dominated by the spin–rotation mechanism, with a significant additional contribution from the 103Rh CSA at a high magnetic field.

Disclaimer

Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims made in the text, published maps, institutional affiliations, or any other geographical representation in this paper. While Copernicus Publications makes every effort to include appropriate place names, the final responsibility lies with the authors.

Code availability

The software code for the graphics shown in this paper is available from the authors on reasonable request.

Data availability

The dataset can be accessed at 10.5258/SOTON/D3209 ().

Author contributions

HHC: conceptualisation (equal), data curation (equal), formal analysis (equal), investigation (equal), methodology (equal), software (equal), validation (equal), visualisation (equal), and writing (original draft and review and editing) (equal). MS: conceptualisation (equal), data curation (equal), formal analysis (equal), investigation (equal), methodology (equal), software (equal), visualisation (equal), and writing (original draft and review and editing) (equal). ML: conceptualisation (equal), funding acquisition (equal), investigation (equal), validation (equal), and writing (review and editing) (equal). MHL: conceptualisation (equal), formal analysis (equal), funding acquisition (equal), investigation (equal), project administration (equal), resources (equal), supervision (lead), and writing (original draft and review and editing) (equal).

Competing interests

At least one of the (co-)authors is a member of the editorial board of Magnetic Resonance. The peer-review process was guided by an independent editor, and the authors also have no other competing interests to declare.

Review statement

This paper was edited by Patrick Giraudeau and reviewed by two anonymous referees.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Data Citations

  1. Harbor-Collins H. 2024. Dataset in support of the paper “H enhanced 103Rh NMR spectroscopy and relaxometry of 103Rhacac in solution”. University of Southampton [data set]

Data Availability Statement

The dataset can be accessed at 10.5258/SOTON/D3209 ().


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