Abstract
Two new supramolecular photocatalysts containing Ru(II) polypyridine units as light-harvesting photosensitizers and Re(I) polypyridine subunits as catalytic centers have been prepared. The new species, RuRe2A and Ru2ReA, contain catalytic Re(I) subunits coordinated by the preformed CO2TEOA adduct (known to be the effective catalytic subunits; TEOA is triethanolamine) and exhibit quite efficient and selective photoreduction of CO2 to CO, with outstanding TONs of 2368 and 2695 and a selectivity of 99.9% and 98.9%, respectively. Such photocatalytic properties are significantly improved with respect to those of previously studied RuRe2 and Ru2Re parent compounds, containing chloride ligands instead of the CO2TEOA adduct. Comparison between photocatalytic performance of the new species and their parent compounds allows to investigate the effect of the CO2TEOA insertion process as well as the eventual effect of the presence of chloride ions in solution on the photocatalytic processes. The improved photocatalytic properties of RuRe2A and Ru2ReA compared with their parent species are attributed to a combined effect of different distribution of the one-electron reduced form of the supramolecular photocatalysts on the Ru-subunit(s) (leading to decreased CO formation due to a poisoning ligand loss process) and on the Re-subunit(s) and to the presence of chloride ions in solution for RuRe2 and Ru2Re, which could interfere with the CO2TEOA adduct formation, a needed requisite for CO forming catalysis. These results strongly indicate the utility of preparing supramolecular photocatalysts containing preformed adducts.
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Introduction
The large use of fossil fuels as the main energy source has led to the release of more than 36 billions of tons of CO2 per year into the atmosphere1. The increasing amount of CO2 is the main driver for global important issues like earth warming and climate changes. As a result, it becomes essential for human beings to find new and sustainable ways to produce energy without further CO2 production. The environmentally clean, homogeneously distributed, abundant and inexpensive nature of sunlight makes it a promising candidate to be a renewable energy source.
In this general framework, a major research challenge consists in designing abiotic photocatalytic systems capable of producing energy-rich chemicals by photochemical reduction of CO22. Conversion of CO2 into CO and HCOOH with the aid of solar energy input appears interesting from different points of view: (i) reduces global warming, by increasing the use of solar energy, (ii) transforms a pollutant as CO2 into an energy resource, (iii) sets up models for the study of natural photosynthesis2,3,4. The synergic interaction of a light-harvesting photosensitizer (PS)—whose role is absorption of solar energy—and a catalyst (CAT)—having the role of performing catalytic processes, when activated by PS—is quite useful to achieve an efficient photocatalytic reduction of CO2. For such reasons, it is instrumental to develop multicomponent, supramolecular photocatalysts made of photosensitizers and catalysts, suitably designed to achieve a fast and efficient electron transfer from the one electron reduced species of PS unit—photochemically excited and then reduced by using a sacrificial reducing agent—to the CAT5. In this context, Ru(II) polypyridine complexes are widely employed as PS in the field of solar energy conversion6,7,8,9,10,11,12,13,14, thanks to the combination of different properties: (i) strong absorption in the visible region (that is, an efficient light harvesting); (ii) relatively long lifetime of the excited state; (iii) strong oxidation power in the excited state; (iv) high stability of both ground state and one-electron reduced state15,16,17,18. At the same time, an efficient CAT should show high selectivity of CO2 reduction versus the competitive formation of H2, high quantum yield, high turnover number and turnover frequency. In this regard, many Re(I) diamine carbonyl complexes have been studied5, 7, 19,20,21,22,23,24,25,26.
Among all the possible approaches to achieve photo-assisted CO2 reduction, the one that provides the use of multinuclear complexes, i.e., supramolecular photocatalysts, incorporating Ru(II)-polypyridine subunits as the PS and Re(I) diamine complexes as the CAT units looks one of the most promising5. The advantages of supramolecular photocatalysts compared to a mixed system of the corresponding mononuclear metal complexes derive from the acceleration of the photoinduced electron transfer between its components, not limited by diffusion. Such behaviour leads to improved performance and higher durability of the photocatalytic system, mainly due to the fast scavenging of the photosensitizer reduced state. In the supramolecular photocatalysts, PS and CAT subunits are held together by a bridging ligand (BL), whose nature and length influence electronic coupling and as a consequence electron transfer rate constants, and therefore has a strong impact on the photocatalytic properties of the assembly5, 24.
Indeed, in the photocatalytic CO2 reduction process involving most of Re(I) polypyridine complexes as the catalytic species (or catalytic subunits, in the case of supramolecular photocatalysts), the active species is the Re-CO2TEOA adduct (TEOA = triethanolamine)21,22,23,24, so the initial step of the photocatalytic process in Re(I) photocatalytic complexes is ligand replacement and CO2-TEOA adduct formation (see Chart 1). This can also have a role in the overall photocatalytic process, for example if competitive reactions to CO2-TEOA insertion can take place, or however by delaying the photocatalytic activity. In literature, most reported data refer to experiments performed on Re(LL)(CO)3X (LL = polypyridine; X = halides or other substituents) subunits7, whereas other recent data are referred to compounds containing Re(LL)(CO)3(CO2TEOA)+ (LL = polypyridine ligand) catalytic species27. Even when both halides or CO2TEOA containing Re(I) complexes are reported in the same work22, 24, 28, direct comparison of their photocatalytic properties are not reported, so the eventual effect of the CO2TEOA insertion process on the photocatalysis has not been faced. This strongly limits any direct comparison among different results reported in literature.
We recently proposed a series of supramolecular photocatalysts, Ru2Re and RuRe2, where one (or two, respectively) PS subunits were connected to two (or one) CATs, by a new BL (bpy3Ph, see Fig. 1)29. The Ru(II) polypyridine species and the Re(I) subunits, employed as PS and CAT units respectively, maintained their light absorption and redox properties once connected through the BL, and their assemblies showed quite efficient light induced CO formation, high stability and selectivity, together with high turnover numbers for CO photoproduction (TON)29. The photocatalysts operated in CO2-saturated mixed solution of N,N-dimethylacetamide–triethanolamine (DMA–TEOA 5:1 v/v); therefore, the initially coordinated chlorides of the Re(I) subunit(s) were replaced by CO2TEOA insertion, however chloride ions remain present in solutions and the effect (if any) of the CO2TEOA insertion process on the rate of the photocatalysis was not revealed.
In the present paper, we studied an evolution of the two formerly investigated species Ru2Re and RuRe2, in which the chloride ligands of the Re(I) catalytic subunit(s) are replaced by –CO2TEOA groups, the chloride ions are removed from the solution and photocatalysis starts with preformed adducts (compounds Ru2ReA and RuRe2A, shown in Fig. 1). Direct comparison between the photocatalytic properties of the two new compounds Ru2ReA and RuRe2A with those of the formerly prepared Ru2Re and RuRe2 species also allows to investigate the effect of eliminating the ligand replacement step, disentangling such an effect from other effects due to different compositions of the supramolecular Ru-Re species apart from substituting chloride with CO2TEOA in the coordination sphere of the Re(I)-based catalyst subunit. The results indicate the advantage of using preformed TEOA-CO2 adducts in Re(I) catalyst subunits for improving the photocatalytic properties of supramolecular photocatalysts as far as the reduction of CO2 is concerned.
Results and discussion
Synthesis
To prepare the new photocatalytically-active Ru2ReA and RuRe2A species, a well-established protocol procedure was applied22, 23, 27. Typically, Ru2Re or RuRe229 were dissolved in acetonitrile-H2O (4:1 v/v) containing saturated NH4PF6, and the solutions were left under stirring for 8 days in the dark at room temperature. During this time window, the acetonitrile takes the place of the chloride anion in the coordination sphere of the Re(I) subunit(s). The acetonitrile coordinated complex so obtained was filtrated off, recrystallized from a CH2Cl2–Et2O mixed solution as hexafluorophosphate salt, and dried under vacuum. This procedure allows to eliminate the leaving chloride anions from the solution, and this is the only relevant modification to the useful protocol. The filtrated powder was then dissolved in 25 mL of N,N-dimethylacetamide (DMA) and left in the dark for other 5 h. In such a period the DMA adduct was formed by substitution of acetonitrile. Afterwards, 5 mL of triethanolamine (TEOA) were added and the solution was left in the dark overnight to finally obtain the TEOA adduct. The TEOA adducts are the precursor of the CO2TEOA complexes Ru2ReA and RuRe2A, which were obtained during the preparation of the sample for the photophysical experiments, by bubbling CO2 for 20 min in the solution containing the supramolecular photocatalysts.
Photocatalytic experiments
General scheme of photocatalysis
The sequence of events occurring in the photocatalytic process that involves any supramolecular photocatalyst containing Ru(II)-based photosensitizers and Re(I)-based catalysts, generally named Ru-Re, is schematized in Eqs. (1)–(5)5. This behavior is assumed reasonably valid for the supramolecular photocatalysts here discussed. In such a process, the photoexcitation [Eq. (1)] and the subsequent reduction [Eq. (2)] of the ruthenium moiety by the sacrificial reagent 1,3-dimethyl-2-phenyl-2,3-dihydro-1H-benzo[d]imidazole (BIH, a bielectronic reducing species) leads to the Ru-based one-electron reduced species (OERS) of the photocatalyst and the formation of BI., the radical form of BIH. Then, an intramolecular electron transfer occurs from the ruthenium to rhenium subunits giving the one-electron reduced form of the Re(I) catalytic active species [Eq. (3)], able to reduce CO2 to CO, once doubly-reduced [Eq. (4)]. Actually, such reduction process consists in a two-electrons process in which the second negative charge [“e− ” in Eq. (4)] can be provided by another catalyst present in solution in its OERS, formed by the sequence of events shown in Eqs. (1)–(3) or produced by reduction of Ru-Re by the radical BI. formed by deprotonation of BIH·+ [Eq. (5)], which shows a reducing power (Epox = − 2.06 V vs Fc+/Fc) strong enough to donate an electron directly to the ground state of ruthenium moiety of the photocatalyst5. Actually, the OERS of Ru-Re can also be directly reduced by the radical BI. species. Some HCO3− is also formed, and its amount is almost equivalent to that of CO5, supporting the photocatalytic scheme.
General procedure
In order to achieve a similar light-absorption features and compare the results obtained in the various experiments for RuRe2A and Ru2ReA, for the photocatalytic experiments the solutions were prepared by maintaining a roughly similar concentration of the Ru-subunit photosensitizer, i.e. [Ru2Re] ca. 25 μM and [RuRe2] ca. 44 μM. In all the experiments carried out, BIH was used as a two-electron donor sacrificial agent. Details on the techniques used to analyze the catalysis products, and other experimental aspects are reported in the Supplementary Information.
RuRe2A
For the photoreaction studies, solutions (3 mL) of RuRe2A (44 μM) and BIH (0.1 M), in DMA-TEOA 5:1 v/v have been charged in several identical tubes in which CO2 have been bubbled for 30 min, to obtain saturated CO2 solutions. The obtained solutions have been irradiated by using a LED light source (530 nm) at room temperature. The photoreaction was monitored for 45 h. The experiment so prepared allowed to obtain 3 × 10–4 mol of CO, corresponding to a turnover number for CO production (TONCO) of 2368, based on the amount of RuRe2A used (Fig. 2, Table 1). Interestingly, the photoreaction reached a plateau after around 20 h of irradiation time, without further appreciable changes during successive 25 h of irradiation (not shown). Such a behaviour has been attributed to the total consumption of the sacrificial agent within the first 20 h of irradiation. Indeed, from the 1:1 stoichiometric ratio between BIH and CO2 for the CO production, it is possible to calculate that after 20 h of irradiation ca. 3 × 10–4 mol of CO could be produced, at the best, in the presence of the amount of starting BIH present in solution. This means that the photocatalytic process is essentially quantitative, and the effective limiting agent for CO2 photoreduction is the sacrificial agent. Furthermore, the calculated selectivity of CO formation in these conditions was ΓCO = 99.9%, with no H2 and negligible amount of HCOOH observed (see Fig. 2, right panel).
Ru2ReA
A procedure similar to that formerly described for RuRe2A was used to study the photocatalytic activity of Ru2ReA. 3 mL of a CO2-saturated solution of DMA-TEOA 5:1 v/v, containing Ru2ReA and BIH with a concentration of 24 μM and 0.1 M respectively—the concentration of Ru2ReA is roughly half concentration than that in the photocatalytic system using RuRe2A described above, to have the same light absorption, mainly due to the Ru-based subunits—was charged in several identical tubes. The solutions were irradiated by using the same LED light source (530 nm) used in the previous experiment, at room temperature. The photochemical reaction has been monitored for 20 h and a TONCO of 2695 has been calculated within this time, based on the amount of Ru2ReA used (Fig. 3, Table 1). The total CO production has been calculated to be 1.9 × 10–4 mol, to be compared with 3 × 10–4 mol of BIH starting amount. From such data we can state that ca. the 60% of the BIH initially present in solution was consumed after 20 h of irradiation. However, in this case the CO formation continued even after 20 h of irradiation (not shown), suggesting that the photocatalyst was still active. The calculated selectivity of CO formation (ΓCO) in the condition used was ca. 98.9% (Table 1), with small amount of H2 and HCOOH present in solution (Fig. 3, right panel).
For both the studied complexes, the results can be considered a significative improvement if compared to the ones obtained in a precedent work (see data in Table 1)29 in which both in RuRe2 and Ru2Re species the Re(I) metal ion was coordinated by chloride ion instead of TEOA-CO2. Indeed, as far as RuRe2A is concern29ed, the selectivity and the TONCO values rises by ca. 8 and 21% respectively compared to RuRe2 complex, whereas for Ru2ReA the selectivity and the TONCO values rises by ca. 9 and 8%, respectively, compared to Ru2Re. For better comparison, the photocatalytic activity of the parent species RuRe2 and Ru2Re, already reported24, are also shown in Figs. 2 and 3, respectively, under the identical experimental conditions.
Comparisons of the photocatalytic data shown in Table 1 and Figs. 2 and 3 suggest some considerations. First, RuRe2A and RuRe2 yield CO almost quantitatively, considering the maximum possible yield of CO on the basis of the sacrificial reagent which is present. Particularly, the CO photoproduction of RuRe2A is complete in 20 h, with an extremely high selectivity (Fig. 2). Turnover number values, which are apparently larger for the species containing two photosensitizers and one catalyst units, are less informative on the real efficiency of the compounds in the present cases. In fact, the TONs of RuRe2A and RuRe2 are close to the maximum values possible (in particular for RuRe2A, the TON is practically the maximum value reachable under the experimental conditions) already after 20 h of activity; more instructive is the consideration that, although TONs are apparently higher, indeed the percentage of photoconversion of CO2, on the basis of the amount of sacrificial reagent needed to sustain catalysis, is around 60% for Ru2ReA and Ru2Re, whereas it is close to 100% for RuRe2A and RuRe2 (Table 1).
The main difference between the two sets of compounds (that is Ru2ReA and Ru2Re vs RuRe2A and RuRe2) is the photosensitizer/catalyst ratio: apparently, to have a single light-harvesting unit (photosensitizer) connected to two catalyst units leads to a more efficient (and selective) photocatalysis. The first events of the photocatalytic process in the studied systems, upon light harvesting, involve the reductive quenching of the triplet metal-to-ligand charge-transfer (MLCT) excited state of the Ru(II) subunit by BIH and successive electron transfer from the reduced Ru-based component to the Re(I) catalytic center(s) [see Eqs. (1)–(3)]. Since RuRe2A and RuRe2 contain two Re(I) centers, the rate constant of electron transfer from the reduced Ru(II) subunit to the Re(I) center(s) is expected to be roughly twice than in Ru2ReA and Ru2Re, respectively. However, it should be considered that, due to the close reduction potentials of Ru-based and Re-based subunits, the intramolecular Ru-to-Re electron transfer is reversible and equilibration can take place. Actually, the first reduction potential of [Re(dmb)(CO)3Cl] (bmp = 4,4′-methyl-2,2′-bipyridine), a model for the Re-based subunit, is − 1.78 V vs Ag/AgNO3 in acetonitrile, 10 mV more negative than that of [Ru(dmb)3]2+ (− 1.77 V), a model for the Ru-based subunit30. On the other hand, the first reduction potential of the Re-subunit containing the TEOA-CO2 adduct is − 1.74 V, that is 30 mV more positive than that of [Ru(dmb)3]2+27. In all cases, since intramolecular electron transfer is faster than the CO2 reduction reaction of the Re catalyst27, thermal equilibration between Ru-reduced and Re-reduced subunits in the supramolecular photocatalyst discussed here can occur. Just on simple statistical basis, in RuRe2A (as well as in RuRe2) the equilibrium in the one-electron reduced form is displaced towards the reduced Re subunits, whereas the contrary occurs for Ru2ReA (and Ru2Re). For RuRe2A and RuRe2, this translates into a decreased efficiency of any competitive, poisoning process which could involve the one-electron reduced form of the Ru-based photosensitizer(s), having the final effect of deactivating the photosensitizer itself (in case of irreversible process) towards CO2 photocatalysis leading to CO formation. An important competitive process involving the reduced Ru-based photosensitizer is ligand dissociation. Indeed, it is known31 that a bpy-type ligand tends to leave the coordination sphere of Ru(II) photosensitizers, with formation of a solvento complex, under photocatalytic conditions: such a solvento complex (a [Ru(BL)(LL)(L)2]2+ compound in the present case, where L is a coordinating solvent and where BL and LL are bridging and terminal polypyridine ligands, respectively) behaves as a catalyst for HCOOH formation, and is responsible for the small amount of formate formation, competitive with CO formation, so affecting the selectivity of the photocatalysis5, 24. Actually, the amount of HCOOH produced (see Figs. 2 and 3) was clearly higher in the photocatalytic reactions with Ru2ReA (and Ru2Re) than with RuRe2A (and RuRe2). With the assumption that the reduced form of the Ru-based PS is the main precursor of the solvento complex—corroborated by the lower threshold for bpy photodissociation in the singly reduced Ru(bpy)3+ with respect to Ru(bpy)32+, although these data refer to the gas phase32, 33—reduced probability to localize the unpaired electron of the one-electron reduced form of the supramolecular photocatalysts on the Ru unit would be at the root for improved yield and selectivity of photocatalytic CO formation for RuRe2A and RuRe2 compared to the other two species. In fact, although photodissociation of a bpy ligand in Ru-based subunit is also possible in coordinating solvents14,15,16, this process would be much more favored for the reduced form of the Ru-based photosensitizer32, 33. These results also indirectly confirm that the rate-determining step in this CO2 photoreduction experiments is the catalytic cycle involving the Re subunit(s), as previously reported27.
As far as the difference in the photocatalytic behavior of RuRe2A and Ru2ReA vs RuRe2 and Ru2Re is concerned, comparison between the photocatalytic formation of CO curves of the new species and their respective parent compounds in Figs. 2 and 3 indicates that the compounds RuRe2A and Ru2ReA, containing preformed adducts, are more efficient photocatalytic systems, particularly at the beginning of the photocatalysis. This is exemplified by Fig. 4, which shows the rates of CO photoproduction for RuRe2A and RuRe2 at different times during the process.
In this figure, the apparent rates at different times are calculated by averaging CO production at various intervals of time: for example, the apparent rate of RuRe2A at 3 h is calculated from the amount of CO formation in the interval 2–4 h of photoproduction, from the data shown in Fig. 2. From Fig. 4, it appears that there is a significative difference in the rate of CO formation for RuRe2A and RuRe2, particularly during the initial stage of the process. With CO formation delayed for Cl-containing supramolecular photocatalysts, stability of the photosensitizers units is also comparatively decreased, and a larger amount of Ru-based solvento complex is expected to be formed, so affecting overall photocatalysis selectivity and yield. Although smaller with time, the difference in apparent rate of CO formation is still present between RuRe2A and RuRe2 during all the photocatalytic processes investigated. The difference is once more attributed to the different percentage of Ru-based vs Re-based electron localization in the one-electron reduced state of the species: as mentioned above, the reduction potential of the Re-based subunit(s) containing CO2-TEOA adduct (that is, in RuRe2A) is 30 mV less negative than that of the Ru-based subunit, whereas the reduction potential of the Re-based subunit(s) of RuRe2 is almost identical (or even more negative, see above) to that of the Ru-based subunit. This would result in the one-electron reduced species of the Cl-containing complex having a greater tendency for unpaired electron localization on the Ru subunit compared to the one-electron reduced species of the CO2-TEOA adduct-containing compound, so making RuRe2 easier to decompose forming the solvento complex, with decreased CO production rate. The presence of chloride anions in solution, which could interfere with adduct formation when CO2 is reduced to CO and new adduct must be continuously formed, could also contribute to slow down CO formation for RuRe2 in comparison to RuRe2A during the photocatalysis. The different rates of CO formation at initial stages of the photocatalytic process, balanced by a larger amount of formate production for RuRe2 (see Figs. 2 and 3), as well as our interpretation, would suggest that in RuRe2 (and in Ru2Re) the starting material still contains, at least in part, chloride anion as ligand, that is an equilibration between CO2-TEOA adduct-containing and Cl-containing species occurs, in spite of the large excess of TEOA in solution compared to chloride. An induction period for photocatalysis, due to CO2TEOA insertion, is not observed for RuRe2 or Ru2Re, but the induction period could be masked by the photoreaction involving the species containing the formed adduct. Since the chloride species would be more prone to bpy dissociation on the Ru-based subunit according to the above discussion, the overall CO formation would be lower during all the photocatalytic process, in parallel with a larger amount of formate production (the increased amount of solvento complex formed at the initial stage would affect all the course of the photocatalysis).
Conclusions
Two new multicomponent, supramolecular photocatalysts containing Ru(II) polypyridine units as light-harvesting photosensitizers and Re(I) polypyridine subunits as catalytic centers have been prepared. The species, named RuRe2A and Ru2ReA, differs from recently investigated parent RuRe2 and Ru2Re compounds because the coordination sphere of the catalytic Re(I) subunits contain the preformed CO2TEOA adduct (known to be the effective catalytic subunits) instead of chloride ligands. Comparison between the photocatalytic properties of the new compounds and those of their previously studied parent compounds allows to investigate the effect of the CO2TEOA insertion process as well as the eventual effect of the presence of chloride ions in solution (inevitable for RuRe2 and Ru2Re) on the photocatalytic processes, an issue which has been unexplored and has limited direct comparison of supramolecular catalysts reported in literature.
RuRe2A and Ru2ReA overcome the photocatalytic properties of the parent compounds, exhibiting quite efficient and selective photoreduction of CO2 to CO, with outstanding TONs of 2368 and 2695 and a selectivity of 99.9% and 98.9%, respectively, on an irradiation time of 20 h. Quite interestingly, for RuRe2A photoreduction of CO2 to CO occurs quantitatively, by considering the amount of sacrificial donor which is present in solution. The results also confirmed that better results are obtained for a 1:2 photosensitizer-catalyst ratio in the supramolecular photocatalyst structure, analogously to what found for formerly reported parent species29. This effect is attributed to the distribution of the one-electron reduced form of the photocatalysts, which favours localization on the Ru-based subunits in the Ru2ReA (and Ru2Re), with concomitant increase of the probability of ligand loss on the photosensitizer so leading to increasing competitive formate production over CO production.
The improved photocatalytic properties of the new compounds RuRe2A and Ru2ReA compared with those of the parent RuRe2 and Ru2Re species, particularly during the initial stage of the photocatalysis process, are attributed to the unavoidable presence of chloride ions in solution for RuRe2 and Ru2Re, which could interfere with the CO2TEOA adduct formation, a needed requisite for CO forming catalysis. These results strongly indicate the utility of preparing supramolecular photocatalysts containing preformed adducts.
Data availability
All data generated or analysed during this study are included in this published article and in its Supplementary Information.
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Acknowledgements
This work was funded in part by a grant from the Italian Ministry of Foreign Affairs and International Cooperation (PGR project on Artificial Photosynthesis, collaboration Italy-Japan, Grant Number JP21GR09) and in part by European Union (NextGeneration EU), through the MUR-PNRR project SAMOTHRACE (ECS00000022). The work was also supported by JSPS KAKENHI Grant Number JP22K19081 and JP20H00396. K.K. wishes to acknowledge support from a JSPS Fellowship for Young Scientists (JP22J21126).
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A.S., A.M.C., and K.K. designed and performed the experiments, analyzed the data, discussed results, prepared the figures and contributed to write the article; S.S., F.P., Y.T., S.C., and O.I. designed the project, supervised the data, discussed results and contributed to write the article.
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Santoro, A., Cancelliere, A.M., Kamogawa, K. et al. Photocatalyzed CO2 reduction to CO by supramolecular photocatalysts made of Ru(II) photosensitizers and Re(I) catalytic subunits containing preformed CO2TEOA adducts. Sci Rep 13, 11320 (2023). https://doi.org/10.1038/s41598-023-38411-3
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DOI: https://doi.org/10.1038/s41598-023-38411-3
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