id sid tid token lemma pos vh53ws87s5s 1 1 this this DET vh53ws87s5s 1 2 dissertation dissertation NOUN vh53ws87s5s 1 3 focuses focus VERB vh53ws87s5s 1 4 on on ADP vh53ws87s5s 1 5 the the DET vh53ws87s5s 1 6 development development NOUN vh53ws87s5s 1 7 of of ADP vh53ws87s5s 1 8 a a DET vh53ws87s5s 1 9 2d 2d NOUN vh53ws87s5s 1 10 planar planar ADJ vh53ws87s5s 1 11 surface surface NOUN vh53ws87s5s 1 12 enhanced enhance VERB vh53ws87s5s 1 13 raman raman NOUN vh53ws87s5s 1 14 spectroscopy spectroscopy NOUN vh53ws87s5s 1 15 ( ( PUNCT vh53ws87s5s 1 16 sers ser NOUN vh53ws87s5s 1 17 ) ) PUNCT vh53ws87s5s 1 18 substrate substrate NOUN vh53ws87s5s 1 19 and and CCONJ vh53ws87s5s 1 20 demonstrates demonstrate VERB vh53ws87s5s 1 21 its its PRON vh53ws87s5s 1 22 utility utility NOUN vh53ws87s5s 1 23 through through ADP vh53ws87s5s 1 24 in in ADP vh53ws87s5s 1 25 situ situ ADJ vh53ws87s5s 1 26 detection detection NOUN vh53ws87s5s 1 27 and and CCONJ vh53ws87s5s 1 28 the the DET vh53ws87s5s 1 29 monitoring monitoring NOUN vh53ws87s5s 1 30 of of ADP vh53ws87s5s 1 31 the the DET vh53ws87s5s 1 32 dynamics dynamic NOUN vh53ws87s5s 1 33 of of ADP vh53ws87s5s 1 34 macromolecular macromolecular ADJ vh53ws87s5s 1 35 particles particle NOUN vh53ws87s5s 1 36 via via ADP vh53ws87s5s 1 37 correlation correlation NOUN vh53ws87s5s 1 38 spectroscopy spectroscopy NOUN vh53ws87s5s 1 39 . . PUNCT vh53ws87s5s 2 1 a a DET vh53ws87s5s 2 2 highly highly ADV vh53ws87s5s 2 3 - - PUNCT vh53ws87s5s 2 4 enhancing enhance VERB vh53ws87s5s 2 5 sers ser NOUN vh53ws87s5s 2 6 substrate substrate NOUN vh53ws87s5s 2 7 was be AUX vh53ws87s5s 2 8 fabricated fabricate VERB vh53ws87s5s 2 9 via via ADP vh53ws87s5s 2 10 thermal thermal ADJ vh53ws87s5s 2 11 evaporation evaporation NOUN vh53ws87s5s 2 12 of of ADP vh53ws87s5s 2 13 noble noble ADJ vh53ws87s5s 2 14 metals metal NOUN vh53ws87s5s 2 15 into into ADP vh53ws87s5s 2 16 a a DET vh53ws87s5s 2 17 nano nano NOUN vh53ws87s5s 2 18 - - PUNCT vh53ws87s5s 2 19 porous porous ADJ vh53ws87s5s 2 20 aluminum aluminum NOUN vh53ws87s5s 2 21 oxide oxide NOUN vh53ws87s5s 2 22 ( ( PUNCT vh53ws87s5s 2 23 aao aao PROPN vh53ws87s5s 2 24 ) ) PUNCT vh53ws87s5s 2 25 template template NOUN vh53ws87s5s 2 26 . . PUNCT vh53ws87s5s 3 1 characterization characterization NOUN vh53ws87s5s 3 2 of of ADP vh53ws87s5s 3 3 the the DET vh53ws87s5s 3 4 substrate substrate NOUN vh53ws87s5s 3 5 was be AUX vh53ws87s5s 3 6 carried carry VERB vh53ws87s5s 3 7 out out ADP vh53ws87s5s 3 8 by by ADP vh53ws87s5s 3 9 imaging image VERB vh53ws87s5s 3 10 the the DET vh53ws87s5s 3 11 surface surface NOUN vh53ws87s5s 3 12 using use VERB vh53ws87s5s 3 13 scanning scan VERB vh53ws87s5s 3 14 electron electron NOUN vh53ws87s5s 3 15 microscopy microscopy NOUN vh53ws87s5s 3 16 ( ( PUNCT vh53ws87s5s 3 17 sem sem PROPN vh53ws87s5s 3 18 ) ) PUNCT vh53ws87s5s 3 19 , , PUNCT vh53ws87s5s 3 20 measuring measure VERB vh53ws87s5s 3 21 the the DET vh53ws87s5s 3 22 sers ser NOUN vh53ws87s5s 3 23 signal signal VERB vh53ws87s5s 3 24 from from ADP vh53ws87s5s 3 25 a a DET vh53ws87s5s 3 26 self self NOUN vh53ws87s5s 3 27 - - PUNCT vh53ws87s5s 3 28 assembled assemble VERB vh53ws87s5s 3 29 monolayer monolayer NOUN vh53ws87s5s 3 30 of of ADP vh53ws87s5s 3 31 thiophenol thiophenol NOUN vh53ws87s5s 3 32 , , PUNCT vh53ws87s5s 3 33 mapping map VERB vh53ws87s5s 3 34 the the DET vh53ws87s5s 3 35 thiophenol thiophenol ADJ vh53ws87s5s 3 36 sers ser NOUN vh53ws87s5s 3 37 signal signal NOUN vh53ws87s5s 3 38 , , PUNCT vh53ws87s5s 3 39 and and CCONJ vh53ws87s5s 3 40 mapping map VERB vh53ws87s5s 3 41 the the DET vh53ws87s5s 3 42 dark dark ADJ vh53ws87s5s 3 43 - - PUNCT vh53ws87s5s 3 44 field field NOUN vh53ws87s5s 3 45 scattering scattering NOUN vh53ws87s5s 3 46 from from ADP vh53ws87s5s 3 47 the the DET vh53ws87s5s 3 48 substrate substrate NOUN vh53ws87s5s 3 49 . . PUNCT vh53ws87s5s 4 1 the the DET vh53ws87s5s 4 2 data datum NOUN vh53ws87s5s 4 3 indicate indicate VERB vh53ws87s5s 4 4 that that SCONJ vh53ws87s5s 4 5 the the DET vh53ws87s5s 4 6 substrate substrate NOUN vh53ws87s5s 4 7 shows show VERB vh53ws87s5s 4 8 an an DET vh53ws87s5s 4 9 extraordinary extraordinary ADJ vh53ws87s5s 4 10 enhancement enhancement ADJ vh53ws87s5s 4 11 factor factor NOUN vh53ws87s5s 4 12 ( ( PUNCT vh53ws87s5s 4 13 108 108 NUM vh53ws87s5s 4 14 ) ) PUNCT vh53ws87s5s 4 15 and and CCONJ vh53ws87s5s 4 16 uniform uniform NOUN vh53ws87s5s 4 17 sers ser VERB vh53ws87s5s 4 18 response response NOUN vh53ws87s5s 4 19 ( ( PUNCT vh53ws87s5s 4 20 rsd rsd PROPN vh53ws87s5s 4 21 ~10 ~10 PROPN vh53ws87s5s 4 22 % % NOUN vh53ws87s5s 4 23 ) ) PUNCT vh53ws87s5s 4 24 due due ADP vh53ws87s5s 4 25 to to ADP vh53ws87s5s 4 26 its its PRON vh53ws87s5s 4 27 high high ADJ vh53ws87s5s 4 28 density density NOUN vh53ws87s5s 4 29 of of ADP vh53ws87s5s 4 30 enhancing enhance VERB vh53ws87s5s 4 31 sites site NOUN vh53ws87s5s 4 32 . . PUNCT vh53ws87s5s 5 1 the the DET vh53ws87s5s 5 2 substrate substrate NOUN vh53ws87s5s 5 3 was be AUX vh53ws87s5s 5 4 incorporated incorporate VERB vh53ws87s5s 5 5 into into ADP vh53ws87s5s 5 6 a a DET vh53ws87s5s 5 7 commercial commercial ADJ vh53ws87s5s 5 8 flow flow NOUN vh53ws87s5s 5 9 cell cell NOUN vh53ws87s5s 5 10 to to PART vh53ws87s5s 5 11 facilitate facilitate VERB vh53ws87s5s 5 12 the the DET vh53ws87s5s 5 13 labelfree labelfree NOUN vh53ws87s5s 5 14 , , PUNCT vh53ws87s5s 5 15 in in ADP vh53ws87s5s 5 16 situ situ ADJ vh53ws87s5s 5 17 detection detection NOUN vh53ws87s5s 5 18 of of ADP vh53ws87s5s 5 19 single single ADJ vh53ws87s5s 5 20 macromolecular macromolecular ADJ vh53ws87s5s 5 21 particles particle NOUN vh53ws87s5s 5 22 including include VERB vh53ws87s5s 5 23 lipid lipid NOUN vh53ws87s5s 5 24 vesicles vesicle NOUN vh53ws87s5s 5 25 ( ( PUNCT vh53ws87s5s 5 26 dppc dppc NOUN vh53ws87s5s 5 27 ) ) PUNCT vh53ws87s5s 5 28 and and CCONJ vh53ws87s5s 5 29 polystyrene polystyrene NOUN vh53ws87s5s 5 30 ( ( PUNCT vh53ws87s5s 5 31 ps ps NOUN vh53ws87s5s 5 32 ) ) PUNCT vh53ws87s5s 5 33 beads bead NOUN vh53ws87s5s 5 34 . . PUNCT vh53ws87s5s 6 1 the the DET vh53ws87s5s 6 2 substrate substrate NOUN vh53ws87s5s 6 3 facilitates facilitate VERB vh53ws87s5s 6 4 detection detection NOUN vh53ws87s5s 6 5 by by ADP vh53ws87s5s 6 6 providing provide VERB vh53ws87s5s 6 7 enhancement enhancement NOUN vh53ws87s5s 6 8 of of ADP vh53ws87s5s 6 9 signal signal NOUN vh53ws87s5s 6 10 from from ADP vh53ws87s5s 6 11 particles particle NOUN vh53ws87s5s 6 12 in in ADP vh53ws87s5s 6 13 solution solution NOUN vh53ws87s5s 6 14 approaching approach VERB vh53ws87s5s 6 15 the the DET vh53ws87s5s 6 16 surface surface NOUN vh53ws87s5s 6 17 . . PUNCT vh53ws87s5s 7 1 the the DET vh53ws87s5s 7 2 duration duration NOUN vh53ws87s5s 7 3 of of ADP vh53ws87s5s 7 4 the the DET vh53ws87s5s 7 5 observed observe VERB vh53ws87s5s 7 6 signal signal NOUN vh53ws87s5s 7 7 demonstrates demonstrate VERB vh53ws87s5s 7 8 the the DET vh53ws87s5s 7 9 capability capability NOUN vh53ws87s5s 7 10 of of ADP vh53ws87s5s 7 11 monitoring monitor VERB vh53ws87s5s 7 12 the the DET vh53ws87s5s 7 13 diffusion diffusion NOUN vh53ws87s5s 7 14 of of ADP vh53ws87s5s 7 15 macromolecular macromolecular ADJ vh53ws87s5s 7 16 species specie NOUN vh53ws87s5s 7 17 in in ADP vh53ws87s5s 7 18 solution solution NOUN vh53ws87s5s 7 19 on on ADP vh53ws87s5s 7 20 the the DET vh53ws87s5s 7 21 millisecond millisecond ADJ vh53ws87s5s 7 22 time time NOUN vh53ws87s5s 7 23 scale scale NOUN vh53ws87s5s 7 24 . . PUNCT vh53ws87s5s 8 1 finally finally ADV vh53ws87s5s 8 2 , , PUNCT vh53ws87s5s 8 3 the the DET vh53ws87s5s 8 4 sers ser NOUN vh53ws87s5s 8 5 substrate substrate NOUN vh53ws87s5s 8 6 was be AUX vh53ws87s5s 8 7 utilized utilize VERB vh53ws87s5s 8 8 to to PART vh53ws87s5s 8 9 demonstrate demonstrate VERB vh53ws87s5s 8 10 surface surface NOUN vh53ws87s5s 8 11 enhanced enhance VERB vh53ws87s5s 8 12 raman raman ADJ vh53ws87s5s 8 13 correlation correlation NOUN vh53ws87s5s 8 14 spectroscopy spectroscopy NOUN vh53ws87s5s 8 15 ( ( PUNCT vh53ws87s5s 8 16 sercs sercs PROPN vh53ws87s5s 8 17 ) ) PUNCT vh53ws87s5s 8 18 for for ADP vh53ws87s5s 8 19 assemblies assembly NOUN vh53ws87s5s 8 20 interacting interact VERB vh53ws87s5s 8 21 with with ADP vh53ws87s5s 8 22 the the DET vh53ws87s5s 8 23 substrate substrate NOUN vh53ws87s5s 8 24 . . PUNCT vh53ws87s5s 9 1 autoand autoand NOUN vh53ws87s5s 9 2 cross cross NOUN vh53ws87s5s 9 3 - - NOUN vh53ws87s5s 9 4 correlation correlation NOUN vh53ws87s5s 9 5 of of ADP vh53ws87s5s 9 6 the the DET vh53ws87s5s 9 7 time time NOUN vh53ws87s5s 9 8 dependent dependent ADJ vh53ws87s5s 9 9 sers ser NOUN vh53ws87s5s 9 10 signal signal NOUN vh53ws87s5s 9 11 allows allow VERB vh53ws87s5s 9 12 for for ADP vh53ws87s5s 9 13 the the DET vh53ws87s5s 9 14 monitoring monitoring NOUN vh53ws87s5s 9 15 of of ADP vh53ws87s5s 9 16 diffusion diffusion NOUN vh53ws87s5s 9 17 dynamics dynamic NOUN vh53ws87s5s 9 18 for for ADP vh53ws87s5s 9 19 particles particle NOUN vh53ws87s5s 9 20 ranging range VERB vh53ws87s5s 9 21 in in ADP vh53ws87s5s 9 22 radius radius NOUN vh53ws87s5s 9 23 from from ADP vh53ws87s5s 9 24 50 50 NUM vh53ws87s5s 9 25 to to PART vh53ws87s5s 9 26 500 500 NUM vh53ws87s5s 9 27 nm nm NOUN vh53ws87s5s 9 28 while while SCONJ vh53ws87s5s 9 29 simultaneously simultaneously ADV vh53ws87s5s 9 30 rejecting reject VERB vh53ws87s5s 9 31 extraneous extraneous ADJ vh53ws87s5s 9 32 signal signal NOUN vh53ws87s5s 9 33 fluctuations fluctuation NOUN vh53ws87s5s 9 34 . . PUNCT vh53ws87s5s 10 1 when when SCONJ vh53ws87s5s 10 2 the the DET vh53ws87s5s 10 3 extension extension NOUN vh53ws87s5s 10 4 of of ADP vh53ws87s5s 10 5 the the DET vh53ws87s5s 10 6 sers ser NOUN vh53ws87s5s 10 7 field field VERB vh53ws87s5s 10 8 away away ADV vh53ws87s5s 10 9 from from ADP vh53ws87s5s 10 10 the the DET vh53ws87s5s 10 11 surface surface NOUN vh53ws87s5s 10 12 is be AUX vh53ws87s5s 10 13 approximated approximate VERB vh53ws87s5s 10 14 to to PART vh53ws87s5s 10 15 be be AUX vh53ws87s5s 10 16 5 5 NUM vh53ws87s5s 10 17 nm nm NOUN vh53ws87s5s 10 18 , , PUNCT vh53ws87s5s 10 19 the the DET vh53ws87s5s 10 20 diffusion diffusion NOUN vh53ws87s5s 10 21 constants constant NOUN vh53ws87s5s 10 22 measured measure VERB vh53ws87s5s 10 23 are be AUX vh53ws87s5s 10 24 on on ADP vh53ws87s5s 10 25 the the DET vh53ws87s5s 10 26 order order NOUN vh53ws87s5s 10 27 of of ADP vh53ws87s5s 10 28 10 10 NUM vh53ws87s5s 10 29 - - SYM vh53ws87s5s 10 30 10 10 NUM vh53ws87s5s 10 31 - - PUNCT vh53ws87s5s 10 32 10 10 NUM vh53ws87s5s 10 33 - - SYM vh53ws87s5s 10 34 11 11 NUM vh53ws87s5s 10 35 cm2 cm2 PROPN vh53ws87s5s 10 36 / / SYM vh53ws87s5s 10 37 s s NUM vh53ws87s5s 10 38 , , PUNCT vh53ws87s5s 10 39 a a DET vh53ws87s5s 10 40 factor factor NOUN vh53ws87s5s 10 41 of of ADP vh53ws87s5s 10 42 40 40 NUM vh53ws87s5s 10 43 slower slow ADJ vh53ws87s5s 10 44 than than ADP vh53ws87s5s 10 45 stokeseinstein stokeseinstein ADJ vh53ws87s5s 10 46 predictions prediction NOUN vh53ws87s5s 10 47 . . PUNCT vh53ws87s5s 11 1 the the DET vh53ws87s5s 11 2 slow slow ADJ vh53ws87s5s 11 3 diffusion diffusion NOUN vh53ws87s5s 11 4 constants constant NOUN vh53ws87s5s 11 5 suggest suggest VERB vh53ws87s5s 11 6 that that SCONJ vh53ws87s5s 11 7 particles particle NOUN vh53ws87s5s 11 8 are be AUX vh53ws87s5s 11 9 interacting interact VERB vh53ws87s5s 11 10 with with ADP vh53ws87s5s 11 11 the the DET vh53ws87s5s 11 12 substrate substrate NOUN vh53ws87s5s 11 13 and and CCONJ vh53ws87s5s 11 14 experiencing experience VERB vh53ws87s5s 11 15 hindered hindered ADJ vh53ws87s5s 11 16 diffusion diffusion NOUN vh53ws87s5s 11 17 near near ADP vh53ws87s5s 11 18 the the DET vh53ws87s5s 11 19 surface surface NOUN vh53ws87s5s 11 20 . . PUNCT