id sid tid token lemma pos w0892805b0f 1 1 biofilms biofilm NOUN w0892805b0f 1 2 are be AUX w0892805b0f 1 3 ubiquitous ubiquitous ADJ w0892805b0f 1 4 in in ADP w0892805b0f 1 5 the the DET w0892805b0f 1 6 natural natural ADJ w0892805b0f 1 7 environment environment NOUN w0892805b0f 1 8 and and CCONJ w0892805b0f 1 9 engineered engineer VERB w0892805b0f 1 10 systems system NOUN w0892805b0f 1 11 . . PUNCT w0892805b0f 2 1 while while SCONJ w0892805b0f 2 2 biofilms biofilm NOUN w0892805b0f 2 3 can can AUX w0892805b0f 2 4 play play VERB w0892805b0f 2 5 a a DET w0892805b0f 2 6 beneficial beneficial ADJ w0892805b0f 2 7 role role NOUN w0892805b0f 2 8 , , PUNCT w0892805b0f 2 9 they they PRON w0892805b0f 2 10 also also ADV w0892805b0f 2 11 can can AUX w0892805b0f 2 12 be be AUX w0892805b0f 2 13 detrimental detrimental ADJ w0892805b0f 2 14 . . PUNCT w0892805b0f 3 1 for for ADP w0892805b0f 3 2 example example NOUN w0892805b0f 3 3 , , PUNCT w0892805b0f 3 4 biofilms biofilm NOUN w0892805b0f 3 5 enable enable VERB w0892805b0f 3 6 biological biological ADJ w0892805b0f 3 7 treatment treatment NOUN w0892805b0f 3 8 processes process NOUN w0892805b0f 3 9 such such ADJ w0892805b0f 3 10 as as ADP w0892805b0f 3 11 the the DET w0892805b0f 3 12 membrane membrane NOUN w0892805b0f 3 13 - - PUNCT w0892805b0f 3 14 aerated aerate VERB w0892805b0f 3 15 biofilm biofilm NOUN w0892805b0f 3 16 reactor reactor NOUN w0892805b0f 3 17 ( ( PUNCT w0892805b0f 3 18 mabr mabr PROPN w0892805b0f 3 19 ) ) PUNCT w0892805b0f 3 20 . . PUNCT w0892805b0f 4 1 on on ADP w0892805b0f 4 2 the the DET w0892805b0f 4 3 other other ADJ w0892805b0f 4 4 hand hand NOUN w0892805b0f 4 5 , , PUNCT w0892805b0f 4 6 biofilm biofilm NOUN w0892805b0f 4 7 can can AUX w0892805b0f 4 8 foul foul VERB w0892805b0f 4 9 reverse reverse ADJ w0892805b0f 4 10 osmosis osmosis NOUN w0892805b0f 4 11 systems system NOUN w0892805b0f 4 12 , , PUNCT w0892805b0f 4 13 increases increase VERB w0892805b0f 4 14 the the DET w0892805b0f 4 15 energy energy NOUN w0892805b0f 4 16 requirements requirement NOUN w0892805b0f 4 17 , , PUNCT w0892805b0f 4 18 and and CCONJ w0892805b0f 4 19 they they PRON w0892805b0f 4 20 can can AUX w0892805b0f 4 21 reduce reduce VERB w0892805b0f 4 22 the the DET w0892805b0f 4 23 heat heat NOUN w0892805b0f 4 24 transfer transfer NOUN w0892805b0f 4 25 efficiency efficiency NOUN w0892805b0f 4 26 of of ADP w0892805b0f 4 27 cooling cool VERB w0892805b0f 4 28 towers tower NOUN w0892805b0f 4 29 , , PUNCT w0892805b0f 4 30 and and CCONJ w0892805b0f 4 31 increase increase VERB w0892805b0f 4 32 hydraulic hydraulic ADJ w0892805b0f 4 33 resistance resistance NOUN w0892805b0f 4 34 of of ADP w0892805b0f 4 35 oil oil NOUN w0892805b0f 4 36 pipelines pipeline NOUN w0892805b0f 4 37 . . PUNCT w0892805b0f 5 1 the the DET w0892805b0f 5 2 common common ADJ w0892805b0f 5 3 theme theme NOUN w0892805b0f 5 4 is be AUX w0892805b0f 5 5 that that SCONJ w0892805b0f 5 6 biofilms biofilm NOUN w0892805b0f 5 7 must must AUX w0892805b0f 5 8 be be AUX w0892805b0f 5 9 properly properly ADV w0892805b0f 5 10 managed manage VERB w0892805b0f 5 11 . . PUNCT w0892805b0f 6 1 however however ADV w0892805b0f 6 2 , , PUNCT w0892805b0f 6 3 the the DET w0892805b0f 6 4 mechanical mechanical ADJ w0892805b0f 6 5 properties property NOUN w0892805b0f 6 6 of of ADP w0892805b0f 6 7 biofilms biofilm NOUN w0892805b0f 6 8 , , PUNCT w0892805b0f 6 9 which which PRON w0892805b0f 6 10 determine determine VERB w0892805b0f 6 11 their their PRON w0892805b0f 6 12 development development NOUN w0892805b0f 6 13 and and CCONJ w0892805b0f 6 14 persistence persistence NOUN w0892805b0f 6 15 , , PUNCT w0892805b0f 6 16 are be AUX w0892805b0f 6 17 poorly poorly ADV w0892805b0f 6 18 understood understand VERB w0892805b0f 6 19 . . PUNCT w0892805b0f 7 1 by by ADP w0892805b0f 7 2 better well ADV w0892805b0f 7 3 characterizing characterize VERB w0892805b0f 7 4 the the DET w0892805b0f 7 5 mechanical mechanical ADJ w0892805b0f 7 6 properties property NOUN w0892805b0f 7 7 of of ADP w0892805b0f 7 8 biofilms biofilm NOUN w0892805b0f 7 9 , , PUNCT w0892805b0f 7 10 better well ADJ w0892805b0f 7 11 biofilm biofilm NOUN w0892805b0f 7 12 management management NOUN w0892805b0f 7 13 strategies strategy NOUN w0892805b0f 7 14 can can AUX w0892805b0f 7 15 be be AUX w0892805b0f 7 16 developed develop VERB w0892805b0f 7 17 . . PUNCT w0892805b0f 8 1 the the DET w0892805b0f 8 2 mechanical mechanical ADJ w0892805b0f 8 3 properties property NOUN w0892805b0f 8 4 of of ADP w0892805b0f 8 5 biofilms biofilm NOUN w0892805b0f 8 6 can can AUX w0892805b0f 8 7 be be AUX w0892805b0f 8 8 used use VERB w0892805b0f 8 9 to to PART w0892805b0f 8 10 predict predict VERB w0892805b0f 8 11 biofilm biofilm NOUN w0892805b0f 8 12 response response NOUN w0892805b0f 8 13 to to ADP w0892805b0f 8 14 external external ADJ w0892805b0f 8 15 forces force NOUN w0892805b0f 8 16 . . PUNCT w0892805b0f 9 1 for for ADP w0892805b0f 9 2 example example NOUN w0892805b0f 9 3 , , PUNCT w0892805b0f 9 4 biofilms biofilm NOUN w0892805b0f 9 5 commonly commonly ADV w0892805b0f 9 6 develop develop VERB w0892805b0f 9 7 in in ADP w0892805b0f 9 8 flowing flow VERB w0892805b0f 9 9 aqueous aqueous ADJ w0892805b0f 9 10 environments environment NOUN w0892805b0f 9 11 , , PUNCT w0892805b0f 9 12 where where SCONJ w0892805b0f 9 13 the the DET w0892805b0f 9 14 flow flow NOUN w0892805b0f 9 15 causes cause VERB w0892805b0f 9 16 the the DET w0892805b0f 9 17 biofilm biofilm NOUN w0892805b0f 9 18 to to PART w0892805b0f 9 19 deform deform VERB w0892805b0f 9 20 . . PUNCT w0892805b0f 10 1 because because SCONJ w0892805b0f 10 2 biofilm biofilm NOUN w0892805b0f 10 3 deformation deformation NOUN w0892805b0f 10 4 affects affect VERB w0892805b0f 10 5 the the DET w0892805b0f 10 6 flow flow NOUN w0892805b0f 10 7 regime regime NOUN w0892805b0f 10 8 , , PUNCT w0892805b0f 10 9 and and CCONJ w0892805b0f 10 10 because because SCONJ w0892805b0f 10 11 biofilms biofilm NOUN w0892805b0f 10 12 behave behave VERB w0892805b0f 10 13 as as ADP w0892805b0f 10 14 complex complex ADJ w0892805b0f 10 15 heterogeneous heterogeneous ADJ w0892805b0f 10 16 viscoelastic viscoelastic ADJ w0892805b0f 10 17 materials material NOUN w0892805b0f 10 18 , , PUNCT w0892805b0f 10 19 few few ADJ w0892805b0f 10 20 models model NOUN w0892805b0f 10 21 are be AUX w0892805b0f 10 22 able able ADJ w0892805b0f 10 23 to to PART w0892805b0f 10 24 predict predict VERB w0892805b0f 10 25 biofilm biofilm NOUN w0892805b0f 10 26 deformation deformation NOUN w0892805b0f 10 27 in in ADP w0892805b0f 10 28 these these DET w0892805b0f 10 29 highly highly ADV w0892805b0f 10 30 coupled couple VERB w0892805b0f 10 31 systems.biofilms systems.biofilm NOUN w0892805b0f 10 32 have have VERB w0892805b0f 10 33 a a DET w0892805b0f 10 34 complex complex ADJ w0892805b0f 10 35 matrix matrix NOUN w0892805b0f 10 36 with with ADP w0892805b0f 10 37 heterogeneous heterogeneous ADJ w0892805b0f 10 38 structural structural ADJ w0892805b0f 10 39 and and CCONJ w0892805b0f 10 40 mechanical mechanical ADJ w0892805b0f 10 41 properties property NOUN w0892805b0f 10 42 . . PUNCT w0892805b0f 11 1 this this DET w0892805b0f 11 2 heterogeneity heterogeneity NOUN w0892805b0f 11 3 is be AUX w0892805b0f 11 4 commonly commonly ADV w0892805b0f 11 5 neglected neglect VERB w0892805b0f 11 6 , , PUNCT w0892805b0f 11 7 but but CCONJ w0892805b0f 11 8 may may AUX w0892805b0f 11 9 have have VERB w0892805b0f 11 10 important important ADJ w0892805b0f 11 11 impacts impact NOUN w0892805b0f 11 12 on on ADP w0892805b0f 11 13 biofilm biofilm NOUN w0892805b0f 11 14 mechanical mechanical ADJ w0892805b0f 11 15 behavior behavior NOUN w0892805b0f 11 16 . . PUNCT w0892805b0f 12 1 considering consider VERB w0892805b0f 12 2 biofilm biofilm NOUN w0892805b0f 12 3 mechanical mechanical PROPN w0892805b0f 12 4 heterogeneity heterogeneity NOUN w0892805b0f 12 5 in in ADP w0892805b0f 12 6 experimental experimental ADJ w0892805b0f 12 7 and and CCONJ w0892805b0f 12 8 modeling modeling NOUN w0892805b0f 12 9 studies study NOUN w0892805b0f 12 10 may may AUX w0892805b0f 12 11 allow allow VERB w0892805b0f 12 12 for for ADP w0892805b0f 12 13 more more ADV w0892805b0f 12 14 effective effective ADJ w0892805b0f 12 15 biofilm biofilm NOUN w0892805b0f 12 16 management management NOUN w0892805b0f 12 17 strategies strategy NOUN w0892805b0f 12 18 . . PUNCT w0892805b0f 13 1 in in ADP w0892805b0f 13 2 this this DET w0892805b0f 13 3 study study NOUN w0892805b0f 13 4 , , PUNCT w0892805b0f 13 5 we we PRON w0892805b0f 13 6 firstly firstly ADV w0892805b0f 13 7 developed develop VERB w0892805b0f 13 8 a a DET w0892805b0f 13 9 phase‐field phase‐field X w0892805b0f 13 10 ( ( PUNCT w0892805b0f 13 11 pf pf NOUN w0892805b0f 13 12 ) ) PUNCT w0892805b0f 13 13 continuum continuum PROPN w0892805b0f 13 14 model model NOUN w0892805b0f 13 15 coupled couple VERB w0892805b0f 13 16 with with ADP w0892805b0f 13 17 the the DET w0892805b0f 13 18 oldroyd‐b oldroyd‐b ADJ w0892805b0f 13 19 constitutive constitutive ADJ w0892805b0f 13 20 equation equation NOUN w0892805b0f 13 21 and and CCONJ w0892805b0f 13 22 used use VERB w0892805b0f 13 23 this this DET w0892805b0f 13 24 model model NOUN w0892805b0f 13 25 to to PART w0892805b0f 13 26 simulate simulate VERB w0892805b0f 13 27 biofilm biofilm NOUN w0892805b0f 13 28 deformation deformation NOUN w0892805b0f 13 29 . . PUNCT w0892805b0f 14 1 the the DET w0892805b0f 14 2 accuracy accuracy NOUN w0892805b0f 14 3 of of ADP w0892805b0f 14 4 the the DET w0892805b0f 14 5 model model NOUN w0892805b0f 14 6 was be AUX w0892805b0f 14 7 evaluated evaluate VERB w0892805b0f 14 8 using use VERB w0892805b0f 14 9 two two NUM w0892805b0f 14 10 types type NOUN w0892805b0f 14 11 of of ADP w0892805b0f 14 12 biofilms biofilm NOUN w0892805b0f 14 13 : : PUNCT w0892805b0f 14 14 a a DET w0892805b0f 14 15 synthetic synthetic ADJ w0892805b0f 14 16 biofilm biofilm NOUN w0892805b0f 14 17 , , PUNCT w0892805b0f 14 18 made make VERB w0892805b0f 14 19 from from ADP w0892805b0f 14 20 alginate alginate VERB w0892805b0f 14 21 mixed mixed ADJ w0892805b0f 14 22 with with ADP w0892805b0f 14 23 bacterial bacterial ADJ w0892805b0f 14 24 cells cell NOUN w0892805b0f 14 25 , , PUNCT w0892805b0f 14 26 and and CCONJ w0892805b0f 14 27 a a DET w0892805b0f 14 28 pseudomonas pseudomonas PROPN w0892805b0f 14 29 aeruginosa aeruginosa PROPN w0892805b0f 14 30 biofilm biofilm NOUN w0892805b0f 14 31 . . PUNCT w0892805b0f 15 1 after after ADP w0892805b0f 15 2 validating validate VERB w0892805b0f 15 3 the the DET w0892805b0f 15 4 viscoelastic viscoelastic ADJ w0892805b0f 15 5 pf pf NOUN w0892805b0f 15 6 model model NOUN w0892805b0f 15 7 , , PUNCT w0892805b0f 15 8 the the DET w0892805b0f 15 9 spatial spatial ADJ w0892805b0f 15 10 distribution distribution NOUN w0892805b0f 15 11 of of ADP w0892805b0f 15 12 biofilm biofilm NOUN w0892805b0f 15 13 non non ADJ w0892805b0f 15 14 - - ADJ w0892805b0f 15 15 newtonian newtonian ADJ w0892805b0f 15 16 viscosity viscosity NOUN w0892805b0f 15 17 was be AUX w0892805b0f 15 18 considered consider VERB w0892805b0f 15 19 in in ADP w0892805b0f 15 20 a a DET w0892805b0f 15 21 second second ADJ w0892805b0f 15 22 study study NOUN w0892805b0f 15 23 . . PUNCT w0892805b0f 16 1 image image NOUN w0892805b0f 16 2 processing processing NOUN w0892805b0f 16 3 techniques technique NOUN w0892805b0f 16 4 were be AUX w0892805b0f 16 5 employed employ VERB w0892805b0f 16 6 to to PART w0892805b0f 16 7 transform transform VERB w0892805b0f 16 8 the the DET w0892805b0f 16 9 two two NUM w0892805b0f 16 10 - - PUNCT w0892805b0f 16 11 dimensional dimensional ADJ w0892805b0f 16 12 optical optical ADJ w0892805b0f 16 13 coherence coherence NOUN w0892805b0f 16 14 tomography tomography NOUN w0892805b0f 16 15 ( ( PUNCT w0892805b0f 16 16 oct oct PROPN w0892805b0f 16 17 ) ) PUNCT w0892805b0f 16 18 biofilm biofilm NOUN w0892805b0f 16 19 image image NOUN w0892805b0f 16 20 to to ADP w0892805b0f 16 21 a a DET w0892805b0f 16 22 pixel pixel NOUN w0892805b0f 16 23 - - PUNCT w0892805b0f 16 24 scaled scale VERB w0892805b0f 16 25 non non ADJ w0892805b0f 16 26 - - ADJ w0892805b0f 16 27 newtonian newtonian ADJ w0892805b0f 16 28 viscosity viscosity NOUN w0892805b0f 16 29 map map NOUN w0892805b0f 16 30 of of ADP w0892805b0f 16 31 the the DET w0892805b0f 16 32 biofilm biofilm NOUN w0892805b0f 16 33 . . PUNCT w0892805b0f 17 1 deformation deformation NOUN w0892805b0f 17 2 and and CCONJ w0892805b0f 17 3 stresses stress NOUN w0892805b0f 17 4 were be AUX w0892805b0f 17 5 compared compare VERB w0892805b0f 17 6 for for ADP w0892805b0f 17 7 homogeneous homogeneous ADJ w0892805b0f 17 8 and and CCONJ w0892805b0f 17 9 heterogeneous heterogeneous ADJ w0892805b0f 17 10 biofilm biofilm NOUN w0892805b0f 17 11 simulations simulation NOUN w0892805b0f 17 12 . . PUNCT w0892805b0f 18 1 finally finally ADV w0892805b0f 18 2 , , PUNCT w0892805b0f 18 3 we we PRON w0892805b0f 18 4 explored explore VERB w0892805b0f 18 5 the the DET w0892805b0f 18 6 potential potential ADJ w0892805b0f 18 7 bias bias NOUN w0892805b0f 18 8 of of ADP w0892805b0f 18 9 rheometry rheometry NOUN w0892805b0f 18 10 when when SCONJ w0892805b0f 18 11 used use VERB w0892805b0f 18 12 to to PART w0892805b0f 18 13 measure measure VERB w0892805b0f 18 14 the the DET w0892805b0f 18 15 mechanical mechanical ADJ w0892805b0f 18 16 properties property NOUN w0892805b0f 18 17 of of ADP w0892805b0f 18 18 heterogenous heterogenous ADJ w0892805b0f 18 19 biofilms biofilm NOUN w0892805b0f 18 20 . . PUNCT w0892805b0f 19 1 a a DET w0892805b0f 19 2 viscoelastic viscoelastic ADJ w0892805b0f 19 3 biofilm biofilm NOUN w0892805b0f 19 4 model model NOUN w0892805b0f 19 5 was be AUX w0892805b0f 19 6 developed develop VERB w0892805b0f 19 7 using use VERB w0892805b0f 19 8 kelvin kelvin PROPN w0892805b0f 19 9 - - PUNCT w0892805b0f 19 10 voigt voigt PROPN w0892805b0f 19 11 model model NOUN w0892805b0f 19 12 , , PUNCT w0892805b0f 19 13 and and CCONJ w0892805b0f 19 14 a a DET w0892805b0f 19 15 synthetic synthetic ADJ w0892805b0f 19 16 biofilm biofilm NOUN w0892805b0f 19 17 with with ADP w0892805b0f 19 18 layered layered ADJ w0892805b0f 19 19 mechanical mechanical ADJ w0892805b0f 19 20 properties property NOUN w0892805b0f 19 21 was be AUX w0892805b0f 19 22 studied study VERB w0892805b0f 19 23 . . PUNCT w0892805b0f 20 1 in in ADP w0892805b0f 20 2 all all PRON w0892805b0f 20 3 , , PUNCT w0892805b0f 20 4 the the DET w0892805b0f 20 5 results result NOUN w0892805b0f 20 6 provide provide VERB w0892805b0f 20 7 an an DET w0892805b0f 20 8 important important ADJ w0892805b0f 20 9 tool tool NOUN w0892805b0f 20 10 for for ADP w0892805b0f 20 11 predicting predict VERB w0892805b0f 20 12 biofilm biofilm NOUN w0892805b0f 20 13 viscoelastic viscoelastic ADJ w0892805b0f 20 14 deformation deformation NOUN w0892805b0f 20 15 with with ADP w0892805b0f 20 16 the the DET w0892805b0f 20 17 consideration consideration NOUN w0892805b0f 20 18 of of ADP w0892805b0f 20 19 biofilm biofilm NOUN w0892805b0f 20 20 mechanical mechanical ADJ w0892805b0f 20 21 heterogeneity heterogeneity NOUN w0892805b0f 20 22 . . PUNCT w0892805b0f 21 1 it it PRON w0892805b0f 21 2 also also ADV w0892805b0f 21 3 can can AUX w0892805b0f 21 4 benefit benefit VERB w0892805b0f 21 5 the the DET w0892805b0f 21 6 design design NOUN w0892805b0f 21 7 and and CCONJ w0892805b0f 21 8 control control NOUN w0892805b0f 21 9 of of ADP w0892805b0f 21 10 biofilms biofilm NOUN w0892805b0f 21 11 in in ADP w0892805b0f 21 12 engineering engineering NOUN w0892805b0f 21 13 systems system NOUN w0892805b0f 21 14 . . PUNCT