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1 Supporting Information Calculation of the swelling ratios of DN hydrogels To estimate χ parameter for PAAm water system, eqs 1a and 1b were solved using the experimentally determined swelling ratios and cross-link densities of PAAm hydrogels, given in Figures 3B and 3C, respectively. For PEG-DM- and BAAm-cross-linked first network hydrogels, χ was calculated as.47 ±.2 and.49 ±.1, respectively. For the following calculations, χ was taken as.48 for all hydrogels. We also assume that all densities are equal to unity. From ν e and φ of the first network (FN) hydrogel, the polymer concentration φ 2, 1 in the equilibrium swollen FN hydrogel and its swelling ratio m rel,1 were calculated using eqs 1a and 1b. The polymer concentration φ in DN hydrogel after its preparation and n 21 ratio can then be calculated as: ( φ ) 2 2, 1 φ = C + o 1 φ (S1) n ( 1 φ ) C 2 21 = (S2) φ where C 2 is the monomer concentration (in g.ml -1 ) of the second monomer solution. After substitution of φ and ν e in eqs 1a and 1b, one may calculate swelling ratio m rel,2 of DN hydrogels. Figure S1 shows the variations of φ and m rel,2 of DN hydrogels as functions of the n 21 ratio and the monomer concentration C 2 in the second monomer solution. Calculations are for a FN hydrogel formed at φ =.1 and ν e = 5 mol.m -3. For n 21 < 2.17, φ is less than φ, that is the network chains are 1

2 more diluted in DN hydrogels after their preparation as compared to FN hydrogel. As a consequence, the swelling ratio m rel,2 of DN is below m rel,1 of FN. The critical condition for obtaining an additional swelling in DN hydrogels is the equality of the dilution degrees φ and φ for FN and DN hydrogels at their preparation states. This requires a critical monomer concentration C 2,cr in the second monomer solution, given by: C 2, cr m 1 rel,1 = o rel,1 ( m / φ ) 1 (S3) C 2 / g.ml -1 C 2 / g.ml -1 φ o 2, m rel, φ o 4 m rel,1.5 φ n n 21 Figure S1. The variations of φ and m rel,2 of DN hydrogels as functions of n 21 and the monomer concentration C 2 in the second monomer solution. Calculations are for φ =.1 and ν e = 5 mol.m -3. 2

3 R gel / cm -1 A B C 3.3% % / cm /2 / cm 1/2 5.6 % % 1-4 2% 1.6 % 2.5% 2% 2.5% % 2% % %.6 %.6 %.6 % 1.6 % % 2.5% 3.3% 1.4 % 1.2 % 1 %.8 % 1.4 % 1.2 % 1 % 1.8 % 1 % 1.2 % %.8 % % %.6 % 1.6 % e+1 2e+1 3e+1 4e+1 5e+1 q 2 / cm -2 Figure S2. The scattering vector q dependence of the scattering light intensities from the first network PAAm hydrogels after preparation R gel (A), the excess scattering (B), and Debye-Bueche plots (C). Cross-linker = PEG-DM (upper panel), BAAm (bottom panel). The cross-linker contents (in mol %) are indicated. The data points indicated by % in Figure A represent the scattering intensities from PAAm solutions at the same concentration as the gels. 3

4 , R gel, / cm R gel,3,4,5,6,8 1, 1,4 1,6 2, 2,5-1/2 / cm 1/ e+1 2e+1 3e+1 4e+1 5e+1 q 2 / cm -2, R gel, / cm R gel,3,4,5,6,8 1, 1,4 1,6-1/2 / cm 1/ e+1 2e+1 3e+1 4e+1 5e+1 q 2 / cm -2 Figure S3. The scattering vector q dependence of scattered light intensities from PAAm solutions, PAAm gels R gel, excess scattering, and Debye-Bueche plots for the first network hydrogels formed using PEG-DM (upper panel) and BAAm (bottom panel). The gels are in equilibrium swollen state in water. The cross-linker contents (in mol %) are indicated. 4

5 R gel A, R gel, / cm first network hydrogel DN hydrogels , R gel, / cm -1 1e-3 1e-4 1e-5 R gel first network hydrogel DN hydrogels B 1e Figure S4. The scattering vector q dependence of scattered light intensities from PAAm solutions, DN hydrogels R gel, and excess scattering for DN hydrogels. First network cross-linker = 3.3 mol % PEG-DM (A), and 2 mol % BAAm (B). For comparison, excess scattering of the first networks are also shown by the filled symbols. A: n 21 =.75 ( ), 1.5 ( ), and 3. ( ). B: n 21 =.9 ( ),.18 ( ), and.36 ( ). 5

6 W g 1..9 BAAm.8.7 PEG-DM Cross-linker mol % Figure S5. The gel fraction W g shown as a function of the concentration of BAAm and PEG-DM crosslinkers. 6

7 ξ / nm A 2e-5 < η 2 > B 1 2 2e-5 1e e-6 PEG-DM BAAm ν e / mol.m ν e / mol.m-3 Figure S6. The correlation length of the scatterers ξ (A), and the mean square fluctuation of the refractive index 2 η (B) in PAAm hydrogels formed using PEG-DM (circles) and BAAm cross-linker (triangles) shown as a function of the hydrogel cross-link density ν e. Filled and open symbols represent data obtained from hydrogels after preparation and after equilibrium swelling in water, respectively. 7

8 n 21 = n 21 = E / kpa FN DN FN DN n 32/1 n 32/1 Figure S7. Young s modulus E of TN hydrogels formed using 4. (left panel) and 3.3 mol % PEG-DM (right panel) as a first network cross-linker plotted against n 32/1. For comparison, E of the first network (FN) and DN hydrogels (arranged in rectangle) are also shown. Standard deviations are less than 1 %. 8

9 m rel,1 A m rel,2 B 3 2 PEG-DM % = n 21 = DMA w/v % DMA w/v % DMA w/v % Figure S8. Swelling ratios of the first network (m rel,1, A) and DN hydrogels (m rel,2, B) based on PDMA shown as a function of DMA concentration in the external solution. (A): PEG-DM mol % of the hydrogels is indicated. (B): PEG-DM = 6 (left) and 1 mol % (right). n 21 ratio of DN hydrogels are indicated. 9

10 σ nom / MPa 12 8 A U hys / MPa C f diss σ true / MPa B U hys / MPa..1 D 6 4 f diss λ λ λ max biax Figure S9. (A, B): Seven successive loading / unloading cycles with increasing maximum strain from 3 to 9 % (λ max =.7 to.1) as the dependences of nominal σ nom (A) and true stresses σ true (B) on the deformation ratio λ. The dashed and dash-dot-dot black curves in B represent σ true - λ and σ true - λ biax plots of the virgin gel sample, respectively. (C, D): Hysteresis energy U hys (filled symbols), and the fraction of dissipated energy in each cycle f diss (open symbols) plotted against λ max. U hys was calculated from the area between the loading and unloading curves. f diss 1

11 was calculated from the ratio of U hys to the area under the loading curve. Calculations are from nominal (C) and true stresses (B). Synthesis parameters of TN hydrogel: n 21 = 4., n 32/1 = 33. PEG-DM = 1 mol %. E / kpa VIRGIN SAMPLE 1 st nd 3 rd 4 th th 6 th 5 th λ max Figure S1. Young s modulus E calculated from the slope of the successive loading curves in Figure 9A between λ =.9 and.85 plotted against λ max. The solid and dashed horizontal lines represent the modulus of the virgin gel sample and the standard deviations, respectively. 11

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