Skip to main content
Research logoLink to Research
. 2024 Aug 5;7:0428. doi: 10.34133/research.0428

Single Molecular Semi-Sliding Ferroelectricity/Multiferroicity

Tingting Zhong 1,*, Hong Zhang 1, Menghao Wu 2,*
PMCID: PMC11298321  PMID: 39105050

Abstract

In recent years, the unique mechanism of sliding ferroelectricity with ultralow switching barriers has been experimentally verified in a series of 2-dimensional (2D) materials. However, its practical applications are hindered by the low polarizations, the challenges in synthesis of ferroelectric phases limited in specific stacking configurations, and the low density for data storage since the switching process involves large-area simultaneous sliding of a whole layer. Herein, through first-principles calculations, we propose a type of semi-sliding ferroelectricity in the single metal porphyrin molecule intercalated in 2D bilayers. An enhanced vertical polarization can be formed independent on stacking configurations and switched via sliding of the molecule accompanied by the vertical displacements of its metal ion anchored from the upper layer to the lower layer. Such semi-sliding ferroelectricity enables each molecule to store 1 bit data independently, and the density for data storage can be greatly enhanced. When the bilayer exhibits intralayer ferromagnetism and interlayer antiferromagnetic coupling, a considerable difference in Curie temperature between 2 layers and a switchable net magnetization can be formed due to the vertical polarization. At a certain range of temperature, the exchange of paramagnetic–ferromagnetic phases between 2 layers is accompanied by ferroelectric switching, leading to a hitherto unreported type of multiferroic coupling that is long-sought for efficient “magnetic reading + electric writing”.

Introduction

Ferroelectric materials, with electrically switchable polarizations induced by symmetry breaking in crystal lattice, have been widely used in sensors, actuators, memories, etc. [1]. In particular, the unique sliding ferroelectricity exists in many 2-dimensional (2D) van der Waals bilayers [2] where the inequivalency between upper and lower layers leads to a net interlayer charge transfer. The induced vertical polarization can be electrically switchable simply via interlayer sliding, and the sliding barrier is much lower compared with traditional ferroelectrics, which may greatly reduce the required energy for switching [3]. Within several years, such ferroelectricity have been experimentally verified in bilayer/multilayer boron nitride (BN) [46], InSe [7], transition-metal dichalcogenides like WTe2 [810], MoS2 [1116], and ReS2 [17], and even amphidynamic crystal [18]. However, as summarized in the previous review [19], the density for data storage is limited since the switching process involves large-area simultaneous sliding of a whole layer with high in-plane rigidity. Meanwhile, the polarizations are generally weak (<2 pC/m) due to weak interlayer charge transfer. Moreover, such ferroelectricity emerges only in certain stacking configurations, i.e., parallel stacking for BN or MoS2 bilayers, and the controlling of their formations in large-scale synthesis is much more challenging compared with antiparallel stacking, also noting that a Moire superlattice with almost compensated polarization upon a nonzero twist angle is generally formed by the tear-and-stack method [4].

To resolve the above issues, in this paper, through first-principles calculations, we predict the existence of semi-sliding ferroelectricity in van der Waals bilayers intercalated by metal porphyrin molecules widely studied previously [20,21]. We note that similar metal porphyrin–MoS2 systems have been experimentally explored, and aside from intercalation of bilayer [22,23], the stacking of one layer on another porphyrin-decorated monolayer can also be a feasible approach. Both sliding and vertical displacements of metal ions are involved during switching, giving rise to a moderate barrier, high polarization, and ultrahigh data storage density up to 105 Tbit/inch2 as each molecule may store 1 bit data independently. Meanwhile, such ferroelectricity may exist in bilayers of various stacking configurations (parallel, antiparallel, or even with a twist angle). In some magnetic bilayer intercalated by metal porphyrin, such ferroelectric switching can give rise to switching of a net magnetization, rendering the long-sought efficient magnetic reading + electric writing, which is elusive in current multiferroics due to the mutual exclusive origins of magnetism and ferroelectricity [24,25]. We even propose a new type of multiferroicity where the exchange of paraelectric–ferroelectric phases between 2 layers can be achieved by ferroelectric switching, and the switchable magnetic moment can be greatly enhanced.

Results and Discussion

First we choose titanium porphyrin (TiP) [26,27] as a paradigmatic case, and when a TiP molecule is intercalated between the AB-stacked bilayer MoS2, the Ti ion will be inclined to bind with one sulfur anion of one of the MoS2 layers, as shown in Fig. 1A, which breaks the symmetry and gives rise to a vertical polarization of 0.27 eÅ per unit cell (around 3.07 pC/m). This value is much enhanced compared with sliding ferroelectricity in pure bilayer BN (~2.08 pC/m) and bilayer MoS2 (~0.97 pC/m) [2]. We have checked many configurations, and in our simulations, they are all automatically optimized to the structure in Fig. 1A, which should be the ground state. If the TiP molecules are substituted by MgP or ZnP molecules with metal ions of smaller radius, similar ferroelectricity may still emerge while the polarizations will be greatly reduced (e.g., 0.57 and 0.24 pC/m, respectively, for MgP and ZnP).

Fig. 1.

Fig. 1.

(A) The intercalation of TiP molecules in AB-stacked bilayer MoS2, and (B) its ferroelectric switching pathway, where the blue arrows indicate the directions of polarization, and pink arrows denote the in-plane sliding directions.

To reverse such polarization, the Ti ion need to bind to one nearest S atom of the other layer, which is not directly below it. Herein, the vertical displacement of Ti ion (1.38 Å) as well as the in-plane sliding of the whole molecule (1.81 Å) along either of the marked pink arrows is involved during switching, which is denoted as semi-sliding ferroelectricity. The energy barrier for the ferroelectric switching is estimated to be around 13 meV/atom for each TiP molecule as illustrated in Fig. 1 calculated using the nudged elastic band (NEB) method [28], comparable to the typical barriers of sliding ferroelectricity. Its thermal stability is confirmed by ab initio molecular dynamics (AIMD) simulation (see Fig. S1), where the ferroelectricity revealed by the asymmetric binding of the molecule between 2 layers is robust at 500 K. Thus, each molecule should be able to store 1 bit data independently at ambient conditions, and the upper limit of areal storage density can be enhanced from the previous superparamagnetic limit of ~40 GB/in2 to ~106 GB/in2.

As revealed by the band structure in Fig. 2, the system is a ferroelectric semiconductor [29] with an indirect energy gap of 0.22 eV. In previous studies, the band splitting of AB-stacked bilayer MoS2 with sliding ferroelectricity is mostly attributed to the interlayer hybridization, which is much larger compared with the splitting induced by the weak vertical polarization [30]. However, herein the enhanced vertical polarization play a much important role compared with the interlayer hybridization that is weakened by molecule intercalation. As shown in Fig. 2, both the valence band maximum (VBM) and the conduction band minimum (CBM) are mainly distributed in the molecule and its binding MoS2 layer (such feature is maintained in our simulation using hybrid functional, as shown in Fig. S2). Upon ferroelectric switching, such distribution will be altered with the binding MoS2 layer. If 2 electrodes are attached to the same layer, the ferroelectric switching is likely to be detected by the difference in measured conductance.

Fig. 2.

Fig. 2.

The band structure bilayer MoS2 with intercalation of TiP molecules, and the change of VBM and CBM distribution upon ferroelectric switching.

The formation of semi-sliding ferroelectricity seems to be independent on the stacking configuration of bilayers, which is distinct from sliding ferroelectricity. For example, only parallel-stacking BN and MoS2 bilayer are ferroelectric, while they are non-polar in antiparallel stacking configuration. Currently, either the controllable synthesis of the ferroelectric configurations or their formation using the “tear-and-stack” method without twist angle remains elusive. However, even when the MoS2 bilayer is antiparallel stacked, or with a twist angle, as displayed in Fig. 3, vertical polarizations can still be formed as each Ti ion of TiP will bind with one sulfur anion of one of the MoS2 layers, which can be reversed via vertical displacement of the Ti ion combined with the in-plane sliding of the whole molecule.

Fig. 3.

Fig. 3.

The intercalation of TiP molecules in (A) antiparallel stacking and (B) twisted bilayer MoS2, both leading to asymmetric binding and vertical polarizations.

The coupling between ferroelectricity and magnetism is also expected if molecules like TiP are intercalated between magnetic bilayers, e.g., VSe2 bilayer that exhibits intralayer ferromagnetism and interlayer antiferromagnetic coupling according to a previous study [31]. As shown in Fig. 4A, the Ti ion will be inclined to bind with one Se anion of one of the VSe2 layers, which gives rise to a reduced vertical polarization around 0.21 pC/m. Similarly, upon sliding of TiP molecules and vertical displacements of the Ti ions, they alternately bind with the surface Se ions of the upper and lower VSe2 layers, while the switching barrier is estimated to be over 20 meV/atom for each molecule according to the NEB calculation of pathway. AIMD simulations in Fig. S1 indicate that the ferroelectricity can be robust at 300 K. The system is a spin-polarized metal as revealed by its band structure, and the reduced polarization may be attributed to the enhanced charge screening.

Fig. 4.

Fig. 4.

The bi-stable polar states, switching pathway, and band structure of TiP molecules intercalated in (A) parallel and (B) antiparallel stacking bilayer VSe2, where the red arrows on vanadium and titanium atoms denote spin directions, and the blue arrows represent the electrical polarization directions.

Despite the interlayer antiferromagnetic coupling, the system may still exhibit a net magnetization due to the intercalation of TiP molecules. In the ground state, each Ti ion carries a magnetic moment around 0.2 μB, which is ferromagnetic coupled to the binding VSe2 layer, resulting in a net magnetic moment around 0.30 μB. This net magnetic moment can be reversed via polarization switching upon sliding of the TiP molecule, and such coupling between ferroelectricity and magnetism is long-sought for realizing efficient “magnetic reading + electric writing”. Similarly, such semi-sliding multiferroicity still emerges when the bilayer is antiparallel stacking, as well as with a similar switching pathway, barrier, and band structure compared with parallel stacking configuration, as shown in Fig. 4B.

It is noteworthy that the switchable net magnetic moment around 0.30 μB is estimated for the ground state at 0 K. This value can be even greatly enhanced at a certain range of elevated temperature according to our Monte Carlo simulations based on the Heisenberg model:

H^=12ijJSi·SjiDSiz2 (1)

where J is defined as the nearest neighboring exchange coupling parameter, D (estimated to be 2.16 meV) is the single-site magnetic anisotropy energy, and |S| = 1/2. The calculated J values for the VSe2 layer binding with TiP molecules and pristine VSe2 monolayer are 160.63 meV and 109.38 meV, respectively, where the ferromagnetic coupling seems to be greatly enhanced upon the binding of TiP molecules, giving rise to a much elevated Curie temperature close to room temperature, as displayed in Fig. 5. At a temperature of 240 K marked by the green arrows, the lower layer is close to the paraelectric phase while the upper layer is still ferromagnetic with a magnetization much larger than the TiP molecules. Upon ferroelectric switching, the upper layer becomes paramagnetic while the lower layer becomes ferromagnetic, and the enhanced net magnetization of the system is reversed. The switchable magnetization is maximized at finite temperature (8.2 μB/unit cell around 240 K) instead of 0 K, which goes beyond the previous phenomenological model on magnetic ordering.

Fig. 5.

Fig. 5.

Dependence of the magnetization on temperature for pristine VSe2 monolayer and the VSe2 layer binding with TiP molecules. For bilayer VSe2 intercalated by TiP molecules, at the temperature marked by the green arrow, the exchange of paramagnetic–ferromagnetic phases between 2 layers can be achieved by ferroelectric switching.

Conclusion

In summary, we propose semi-sliding ferroelectricity in the single metal porphyrin molecule intercalated in 2D bilayers independent on stacking configurations, and the unique switching mode leads to a moderate barrier, high polarization, and ultrahigh data storage density, potentially resolving the major issues of sliding ferroelectricity for practical applications. When the bilayer exhibits intralayer ferromagnetism and interlayer antiferromagnetic coupling, a considerable difference in Curie temperature between 2 layers and a switchable net magnetization can be formed due to the vertical polarization. A new type of multiferroicity may emerge as ferroelectric switching leads to exchange of paramagnetic–ferromagnetic phases between 2 layers, and the switchable magnetic moment can be greatly enhanced. Our prediction does not only exploit new types of ferroelectricity and multiferroic couplings, but also propose a way of resolving current issues for practical applications, which may stimulate further experimental efforts.

Methods

Our density functional theory calculations were performed using the Vienna Ab initio Simulation Package (VASP 5.4.4) code [32,33].The exchange–correlation effect was described within the generalized gradient approximation in the Perdew–Burke–Ernzerhof [34] functional, and the projector augmented wave [35] method was adopted. For VSe2-based systems, we employed effective Coulomb interaction (Ueff) values of 1.2 eV for V-d and 2 eV for Ti-d orbitals to consider on-site Coulomb interaction, following a previous study [31]. The kinetic energy cutoff was set to be 400 eV. In the intercalated bilayer system, to eliminate the interaction between proximate molecules, a vacuum space of 17 Å and a 4 × 4 supercell are adopted so the distance between adjacent molecules exceeds 3.5 Å and their interaction is negligible. The Brillouin zone was sampled using a 3 × 3 × 1 k-point grid in the Monkhorst–Pack scheme [36]. For the geometry optimization, the PBE-D2 functional of Grimme [37] was applied to take into consideration van der Waals interactions. The convergence threshold for self-consistent-field iteration was set to be 10−5 eV, and the atomic positions were fully optimized until the forces on all atoms are less than 0.01 eV Å−1. Ferroelectric polarizations were computed by the dipole moment correction method, which can give approximately the same value as the experimental measurement in the metallic WTe2 bilayer [38]. The ferroelectric switching pathways were calculated by using the climbing image NEB method [28]. In our Monte Carlo simulations, a 2D 20 × 20 supercell with 2 × 105 iterations was adopted, allowing spins at all magnetic sites to flip randomly.

Acknowledgments

Funding: This work was supported by the National Natural Science Foundation of China under contract nos. 1210040567 and 22073034, and the Fundamental Research Funds of Zhejiang Sci-Tech University under contract no. 20062320-Y.

Author contributions: T.Z. and H.Z. performed calculations and analyzed the data. M.W. developed the idea and supervised the project. T.Z. and M.W. wrote the manuscript. All authors discussed the results and commented on the manuscript.

Competing interests: The authors declare that they have no competing interests.

Data Availability

The conclusions of the study are available in the paper and the Supplementary Materials, and there are no restrictions on data availability.

Supplementary Materials

Supplementary 1

Figs. S1 and S2

research.0428.f1.docx (623.6KB, docx)

References

  • 1.Wu M. 100 years of ferroelectricity. Nat Rev Phys. 2021;3:726–726. [Google Scholar]
  • 2.Li L, Wu M. Binary compound bilayer and multilayer with vertical polarizations: Two-dimensional ferroelectrics, multiferroics, and nanogenerators. ACS Nano. 2017;11(6):6382–6388. [DOI] [PubMed] [Google Scholar]
  • 3.Ting-Ting Z, Meng-Hao W. Research progress of two-dimensional interlayer-sliding ferroelectricity. Acta Phys Sin. 2020;69(21):217707–217701. [Google Scholar]
  • 4.Yasuda K, Wang X, Watanabe K, Taniguchi T, Jarillo-Herrero P. Stacking-engineered ferroelectricity in bilayer boron nitride. Science. 2021;372(6549):1458–1462. [DOI] [PubMed] [Google Scholar]
  • 5.Vizner Stern M, Waschitz Y, Cao W, Nevo I, Watanabe K, Taniguchi T, Sela E, Urbakh M, Hod O, Ben Shalom M. Interfacial ferroelectricity by van der Waals sliding. Science. 2021;372:1462. [DOI] [PubMed] [Google Scholar]
  • 6.Lv M, Wang J, Tian M, Wan N, Tong W, Duan C, Xue J. Multiresistance states in ferro- and antiferroelectric trilayer boron nitride. Nat Commun. 2024;15(1):295. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 7.Sui F, Jin M, Zhang Y, Qi R, Wu YN, Huang R, Yue F, Chu J. Sliding ferroelectricity in van der Waals layered γ-InSe semiconductor. Nat Commun. 2023;14:36. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 8.Fei Z, Zhao W, Palomaki TA, Sun B, Miller MK, Zhao Z, Yan J, Xu X, Cobden DH. Ferroelectric switching of a two-dimensional metal. Nature. 2018;560:336–339. [DOI] [PubMed] [Google Scholar]
  • 9.Sharma P, Xiang FX, Shao DF, Zhang D, Tsymbal EY, Hamilton AR, Seidel J. A room-temperature ferroelectric semimetal. Sci Adv. 2019;5:eaax5080. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10.Xiao J, Wang Y, Wang H, Pemmaraju CD, Wang S, Muscher P, Sie EJ, Nyby CM, Devereaux TP, Qian X, et al. Berry curvature memory through electrically driven stacking transitions. Nat Phys. 2020;16:1028–1034. [Google Scholar]
  • 11.Wang X, Yasuda K, Zhang Y, Liu S, Watanabe K, Taniguchi T, Hone J, Fu L, Jarillo-Herrero P. Interfacial ferroelectricity in rhombohedral-stacked bilayer transition metal dichalcogenides. Nat Nanotechnol. 2022;17(4):367–371. [DOI] [PubMed] [Google Scholar]
  • 12.Weston A, Castanon EG, Enaldiev V, Ferreira F, Bhattacharjee S, Xu S, Corte-León H, Wu Z, Clark N, Summerfield A, et al. Interfacial ferroelectricity in marginally twisted 2D semiconductors. Nat Nanotechnol. 2022;17:390–395. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 13.Rogée L, Wang L, Zhang Y, Cai S, Wang P, Chhowalla M, Ji W, Lau SP. Ferroelectricity in untwisted heterobilayers of transition metal dichalcogenides. Science. 2022;376(6596):973–978. [DOI] [PubMed] [Google Scholar]
  • 14.Yang D, Liang J, Wu J, Xiao Y, Dadap JI, Watanabe K, Taniguchi T, Ye Z. Non-volatile electrical polarization switching via domain wall release in 3R-MoS2 bilayer. Nat Commun. 2024;15:1389. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15.Deb S, Cao W, Raab N, Watanabe K, Taniguchi T, Goldstein M, Kronik L, Urbakh M, Hod O, Ben Shalom M. Cumulative polarization in conductive interfacial ferroelectrics. Nature. 2022;612:465–469. [DOI] [PubMed] [Google Scholar]
  • 16.Meng P, Wu Y, Bian R, Pan E, Dong B, Zhao X, Chen J, Wu L, Sun Y, Fu Q, et al. Sliding induced multiple polarization states in two-dimensional ferroelectrics. Nat Commun. 2022;13(1):7696. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 17.Wan Y, Hu T, Mao X, Fu J, Yuan K, Song Y, Gan X, Xu X, Xue M, Cheng X, et al. Room-temperature ferroelectricity in 1T′-ReS2 multilayers. Phys Rev Lett. 2022;128: Article 067601. [DOI] [PubMed] [Google Scholar]
  • 18.Miao L-P, Ding N, Wang N, Shi C, Ye HY, Li L, Yao YF, Dong S, Zhang Y. Direct observation of geometric and sliding ferroelectricity in an amphidynamic crystal. Nat Mater. 2022;21(10):1158–1164. [DOI] [PubMed] [Google Scholar]
  • 19.Wu M, Li J. Sliding ferroelectricity in 2D van der Waals materials: Related physics and future opportunities. Proc Natl Acad Sci USA. 2021;118: Article e2115703118. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 20.Qi Z-L, Cheng Y-H, Xu Z, Chen M-L. Recent advances in porphyrin-based materials for metal ions detection. Int J Mol Sci. 2020;21(16):5839. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 21.Tsivadze AY. Metal crown-porphyrin complexes: Preparation, optical properties, and applications (review). Russ J Inorg Chem. 2020;65:1662–1686. [Google Scholar]
  • 22.Huang Y, Zhuge F, Hou J, Lv L, Luo P, Zhou N, Gan L, Zhai T. Van der Waals coupled organic molecules with monolayer MoS2 for fast response photodetectors with gate-tunable responsivity. ACS Nano. 2018;12(4):4062–4073. [DOI] [PubMed] [Google Scholar]
  • 23.Kwon IS, Kwak IH, Abbas HG, Seo HW, Seo J, Park K, Park J, Kang HS. Two dimensional MoS(2) meets porphyrins via intercalation to enhance the electrocatalytic activity toward hydrogen evolution. Nanoscale. 2019;11:3780–3785. [DOI] [PubMed] [Google Scholar]
  • 24.Zhong T, Li X, Wu M, Liu J-M. Room-temperature multiferroicity and diversified magnetoelectric couplings in 2D materials. Natl Sci Rev. 2019;7(2):373–380. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 25.Lu C, Wu M, Lin L, Liu J-M. Single-phase multiferroics: New materials, phenomena, and physics. Natl Sci Rev. 2019;6(4):653–668. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26.Duncan DA, Deimel PS, Wiengarten A, Paszkiewicz M, Casado Aguilar P, Acres RG, Klappenberger F, Auwärter W, Seitsonen AP, Barth JV, et al. Bottom-up fabrication of a metal-supported oxo–metal porphyrin. J Phys Chem C. 2019;123(51):31011–31025. [Google Scholar]
  • 27.Yang Q, Zhong T, Tu Z, Zhu L, Wu M, Zeng XC. Design of single-molecule multiferroics for efficient ultrahigh-density nonvolatile memories. Adv Sci. 2019;6(1):1801572. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 28.Henkelman GU, Blas P, Jónsson H. A climbing image nudged elastic band method for finding saddle points and minimum energy paths. J Chem Phys. 2000;113(22):9901–9904. [Google Scholar]
  • 29.Yang Q, Wu M, Zeng XC. Constructing stable and potentially high-performance hybrid organic-inorganic perovskites with “unstable” cations. Research. 2020;2020:1986576. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 30.Zhong T, Ren Y, Zhang Z, Gao J, Wu M. Sliding ferroelectricity in two-dimensional MoA2N4 (a = Si or Ge) bilayers: High polarizations and Moiré potentials. J Mater Chem A. 2021;9:19659–19663. [Google Scholar]
  • 31.Zhang C, Guo P, Zhou J. Tailoring bulk photovoltaic effects in magnetic sliding ferroelectric materials. Nano Lett. 2022;22(23):9297–9305. [DOI] [PubMed] [Google Scholar]
  • 32.Kresse G, Furthmüller J. Efficiency of ab-initio total energy calculations for metals and semiconductors using a plane-wave basis set. Comput Mater Sci. 1996;6(1):15–50. [Google Scholar]
  • 33.Kresse G, Furthmüller J. Efficient iterative schemes for ab initio total-energy calculations using a plane-wave basis set. Phys Rev B Condens Matter. 1996;54:11169–11186. [DOI] [PubMed] [Google Scholar]
  • 34.Perdew JP, Burke K, Ernzerhof M. Generalized gradient approximation made simple. Phys Rev Lett. 1996;77:3865–3868. [DOI] [PubMed] [Google Scholar]
  • 35.Blöchl PE. Projector augmented-wave method. Phys Rev B. 1994;50:17953–17979. [DOI] [PubMed] [Google Scholar]
  • 36.Monkhorst HJ, Pack JD. Special points for Brillouin-zone integrations. Phys Rev B. 1976;13:5188–5192. [Google Scholar]
  • 37.Grimme S. Semiempirical GGA-type density functional constructed with a long-range dispersion correction. J Comput Chem. 2006;27(15):1787–1799. [DOI] [PubMed] [Google Scholar]
  • 38.Yang Q, Wu M, Li J. Origin of two-dimensional vertical ferroelectricity in WTe2 bilayer and multilayer. J Phys Chem Lett. 2018;9(24):7160–7164. [DOI] [PubMed] [Google Scholar]

Associated Data

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

Supplementary Materials

Supplementary 1

Figs. S1 and S2

research.0428.f1.docx (623.6KB, docx)

Data Availability Statement

The conclusions of the study are available in the paper and the Supplementary Materials, and there are no restrictions on data availability.


Articles from Research are provided here courtesy of American Association for the Advancement of Science (AAAS) and Science and Technology Review Publishing House

RESOURCES