id sid tid token lemma pos k3569309t1k 1 1 metal metal NOUN k3569309t1k 1 2 - - PUNCT k3569309t1k 1 3 bacteria bacteria NOUN k3569309t1k 1 4 adsorption adsorption NOUN k3569309t1k 1 5 reactions reaction NOUN k3569309t1k 1 6 play play VERB k3569309t1k 1 7 a a DET k3569309t1k 1 8 role role NOUN k3569309t1k 1 9 in in ADP k3569309t1k 1 10 controlling control VERB k3569309t1k 1 11 the the DET k3569309t1k 1 12 distribution distribution NOUN k3569309t1k 1 13 of of ADP k3569309t1k 1 14 metals metal NOUN k3569309t1k 1 15 in in ADP k3569309t1k 1 16 the the DET k3569309t1k 1 17 environment environment NOUN k3569309t1k 1 18 . . PUNCT k3569309t1k 2 1 the the DET k3569309t1k 2 2 ability ability NOUN k3569309t1k 2 3 to to PART k3569309t1k 2 4 predict predict VERB k3569309t1k 2 5 the the DET k3569309t1k 2 6 fate fate NOUN k3569309t1k 2 7 of of ADP k3569309t1k 2 8 metals metal NOUN k3569309t1k 2 9 in in ADP k3569309t1k 2 10 complex complex ADJ k3569309t1k 2 11 geological geological ADJ k3569309t1k 2 12 systems system NOUN k3569309t1k 2 13 is be AUX k3569309t1k 2 14 dependent dependent ADJ k3569309t1k 2 15 on on ADP k3569309t1k 2 16 : : PUNCT k3569309t1k 2 17 understanding understand VERB k3569309t1k 2 18 bacterial bacterial ADJ k3569309t1k 2 19 adsorption adsorption NOUN k3569309t1k 2 20 mechanisms mechanism NOUN k3569309t1k 2 21 , , PUNCT k3569309t1k 2 22 being be AUX k3569309t1k 2 23 able able ADJ k3569309t1k 2 24 to to PART k3569309t1k 2 25 quantify quantify VERB k3569309t1k 2 26 bacterial bacterial ADJ k3569309t1k 2 27 metal metal NOUN k3569309t1k 2 28 adsorption adsorption NOUN k3569309t1k 2 29 , , PUNCT k3569309t1k 2 30 and and CCONJ k3569309t1k 2 31 creating create VERB k3569309t1k 2 32 accurate accurate ADJ k3569309t1k 2 33 models model NOUN k3569309t1k 2 34 for for ADP k3569309t1k 2 35 bacterial bacterial ADJ k3569309t1k 2 36 metal metal NOUN k3569309t1k 2 37 adsorption adsorption NOUN k3569309t1k 2 38 . . PUNCT k3569309t1k 3 1 the the DET k3569309t1k 3 2 research research NOUN k3569309t1k 3 3 presented present VERB k3569309t1k 3 4 in in ADP k3569309t1k 3 5 this this DET k3569309t1k 3 6 dissertation dissertation NOUN k3569309t1k 3 7 explores explore VERB k3569309t1k 3 8 each each PRON k3569309t1k 3 9 of of ADP k3569309t1k 3 10 these these DET k3569309t1k 3 11 aspects aspect NOUN k3569309t1k 3 12 of of ADP k3569309t1k 3 13 bacterial bacterial ADJ k3569309t1k 3 14 metal metal NOUN k3569309t1k 3 15 adsorption adsorption NOUN k3569309t1k 3 16 . . PUNCT k3569309t1k 4 1 chapter chapter NOUN k3569309t1k 4 2 2 2 NUM k3569309t1k 4 3 describes describe VERB k3569309t1k 4 4 how how SCONJ k3569309t1k 4 5 the the DET k3569309t1k 4 6 ratio ratio NOUN k3569309t1k 4 7 of of ADP k3569309t1k 4 8 hg hg PRON k3569309t1k 4 9 to to ADP k3569309t1k 4 10 bacteria bacteria NOUN k3569309t1k 4 11 , , PUNCT k3569309t1k 4 12 known know VERB k3569309t1k 4 13 as as ADP k3569309t1k 4 14 hg hg ADV k3569309t1k 4 15 loading loading NOUN k3569309t1k 4 16 , , PUNCT k3569309t1k 4 17 affects affect VERB k3569309t1k 4 18 the the DET k3569309t1k 4 19 mechanism mechanism NOUN k3569309t1k 4 20 of of ADP k3569309t1k 4 21 bacterial bacterial ADJ k3569309t1k 5 1 hg hg INTJ k3569309t1k 5 2 adsorption adsorption NOUN k3569309t1k 5 3 . . PUNCT k3569309t1k 6 1 the the DET k3569309t1k 6 2 results result NOUN k3569309t1k 6 3 suggest suggest VERB k3569309t1k 6 4 that that SCONJ k3569309t1k 6 5 the the DET k3569309t1k 6 6 mechanism mechanism NOUN k3569309t1k 6 7 of of ADP k3569309t1k 6 8 hg hg NOUN k3569309t1k 6 9 - - PUNCT k3569309t1k 6 10 bacteria bacteria NOUN k3569309t1k 6 11 adsorption adsorption NOUN k3569309t1k 6 12 is be AUX k3569309t1k 6 13 loading load VERB k3569309t1k 6 14 dependent dependent ADJ k3569309t1k 6 15 and and CCONJ k3569309t1k 6 16 that that SCONJ k3569309t1k 6 17 the the DET k3569309t1k 6 18 change change NOUN k3569309t1k 6 19 in in ADP k3569309t1k 6 20 mechanism mechanism NOUN k3569309t1k 6 21 must must AUX k3569309t1k 6 22 be be AUX k3569309t1k 6 23 accounted account VERB k3569309t1k 6 24 for for ADP k3569309t1k 6 25 in in ADP k3569309t1k 6 26 predictive predictive ADJ k3569309t1k 6 27 models model NOUN k3569309t1k 6 28 in in ADP k3569309t1k 6 29 order order NOUN k3569309t1k 6 30 to to PART k3569309t1k 6 31 accurately accurately ADV k3569309t1k 6 32 estimate estimate VERB k3569309t1k 6 33 the the DET k3569309t1k 6 34 extent extent NOUN k3569309t1k 6 35 of of ADP k3569309t1k 6 36 bacterial bacterial ADJ k3569309t1k 7 1 hg hg INTJ k3569309t1k 7 2 adsorption adsorption NOUN k3569309t1k 7 3 under under ADP k3569309t1k 7 4 low low ADJ k3569309t1k 7 5 hg hg INTJ k3569309t1k 7 6 loading loading NOUN k3569309t1k 7 7 conditions condition NOUN k3569309t1k 7 8 . . PUNCT k3569309t1k 8 1 these these DET k3569309t1k 8 2 findings finding NOUN k3569309t1k 8 3 lead lead VERB k3569309t1k 8 4 to to ADP k3569309t1k 8 5 the the DET k3569309t1k 8 6 creation creation NOUN k3569309t1k 8 7 of of ADP k3569309t1k 8 8 a a DET k3569309t1k 8 9 predictive predictive ADJ k3569309t1k 8 10 model model NOUN k3569309t1k 8 11 that that PRON k3569309t1k 8 12 can can AUX k3569309t1k 8 13 accurately accurately ADV k3569309t1k 8 14 estimate estimate VERB k3569309t1k 8 15 the the DET k3569309t1k 8 16 extent extent NOUN k3569309t1k 8 17 of of ADP k3569309t1k 8 18 hg hg INTJ k3569309t1k 8 19 adsorption adsorption NOUN k3569309t1k 8 20 over over ADP k3569309t1k 8 21 a a DET k3569309t1k 8 22 wide wide ADJ k3569309t1k 8 23 range range NOUN k3569309t1k 8 24 of of ADP k3569309t1k 8 25 loading loading NOUN k3569309t1k 8 26 and and CCONJ k3569309t1k 8 27 ph ph NOUN k3569309t1k 8 28 conditions condition NOUN k3569309t1k 8 29 . . PUNCT k3569309t1k 9 1 chapter chapter NOUN k3569309t1k 9 2 3 3 NUM k3569309t1k 9 3 details detail NOUN k3569309t1k 9 4 the the DET k3569309t1k 9 5 development development NOUN k3569309t1k 9 6 of of ADP k3569309t1k 9 7 a a DET k3569309t1k 9 8 novel novel ADJ k3569309t1k 9 9 technique technique NOUN k3569309t1k 9 10 that that PRON k3569309t1k 9 11 uses use VERB k3569309t1k 9 12 a a DET k3569309t1k 9 13 cd cd NOUN k3569309t1k 9 14 - - PUNCT k3569309t1k 9 15 specific specific ADJ k3569309t1k 9 16 fluorescent fluorescent NOUN k3569309t1k 9 17 probe probe NOUN k3569309t1k 9 18 in in ADP k3569309t1k 9 19 conjunction conjunction NOUN k3569309t1k 9 20 with with ADP k3569309t1k 9 21 confocal confocal ADJ k3569309t1k 9 22 scanning scan VERB k3569309t1k 9 23 laser laser NOUN k3569309t1k 9 24 microscopy microscopy NOUN k3569309t1k 9 25 to to PART k3569309t1k 9 26 quantify quantify VERB k3569309t1k 9 27 cd cd PROPN k3569309t1k 9 28 adsorption adsorption NOUN k3569309t1k 9 29 to to ADP k3569309t1k 9 30 bacteria bacteria NOUN k3569309t1k 9 31 in in ADP k3569309t1k 9 32 aqueous aqueous ADJ k3569309t1k 9 33 systems system NOUN k3569309t1k 9 34 . . PUNCT k3569309t1k 10 1 the the DET k3569309t1k 10 2 results result NOUN k3569309t1k 10 3 demonstrate demonstrate VERB k3569309t1k 10 4 that that SCONJ k3569309t1k 10 5 the the DET k3569309t1k 10 6 fluorescent fluorescent NOUN k3569309t1k 10 7 probe probe NOUN k3569309t1k 10 8 technique technique NOUN k3569309t1k 10 9 is be AUX k3569309t1k 10 10 a a DET k3569309t1k 10 11 feasible feasible ADJ k3569309t1k 10 12 option option NOUN k3569309t1k 10 13 for for ADP k3569309t1k 10 14 quantifying quantify VERB k3569309t1k 10 15 the the DET k3569309t1k 10 16 total total ADJ k3569309t1k 10 17 amount amount NOUN k3569309t1k 10 18 of of ADP k3569309t1k 10 19 cd cd PROPN k3569309t1k 10 20 adsorbed adsorb VERB k3569309t1k 10 21 to to ADP k3569309t1k 10 22 a a DET k3569309t1k 10 23 bacterial bacterial ADJ k3569309t1k 10 24 population population NOUN k3569309t1k 10 25 and and CCONJ k3569309t1k 10 26 that that SCONJ k3569309t1k 10 27 the the DET k3569309t1k 10 28 extent extent NOUN k3569309t1k 10 29 of of ADP k3569309t1k 10 30 cd cd PROPN k3569309t1k 10 31 adsorption adsorption NOUN k3569309t1k 10 32 is be AUX k3569309t1k 10 33 highly highly ADV k3569309t1k 10 34 heterogeneous heterogeneous ADJ k3569309t1k 10 35 between between ADP k3569309t1k 10 36 individual individual ADJ k3569309t1k 10 37 bacterial bacterial ADJ k3569309t1k 10 38 cells cell NOUN k3569309t1k 10 39 . . PUNCT k3569309t1k 11 1 lastly lastly ADV k3569309t1k 11 2 , , PUNCT k3569309t1k 11 3 chapter chapter NOUN k3569309t1k 11 4 4 4 NUM k3569309t1k 11 5 uses use VERB k3569309t1k 11 6 the the DET k3569309t1k 11 7 novel novel ADJ k3569309t1k 11 8 cd cd NOUN k3569309t1k 11 9 - - PUNCT k3569309t1k 11 10 specific specific ADJ k3569309t1k 11 11 fluorescent fluorescent NOUN k3569309t1k 11 12 probe probe NOUN k3569309t1k 11 13 technique technique NOUN k3569309t1k 11 14 described describe VERB k3569309t1k 11 15 in in ADP k3569309t1k 11 16 chapter chapter NOUN k3569309t1k 11 17 3 3 NUM k3569309t1k 11 18 to to PART k3569309t1k 11 19 quantify quantify VERB k3569309t1k 11 20 cd cd PROPN k3569309t1k 11 21 distribution distribution NOUN k3569309t1k 11 22 in in ADP k3569309t1k 11 23 multi multi NOUN k3569309t1k 11 24 - - NOUN k3569309t1k 11 25 component component NOUN k3569309t1k 11 26 , , PUNCT k3569309t1k 11 27 bacteria bacteria NOUN k3569309t1k 11 28 - - PUNCT k3569309t1k 11 29 bearing bear VERB k3569309t1k 11 30 systems system NOUN k3569309t1k 11 31 . . PUNCT k3569309t1k 12 1 the the DET k3569309t1k 12 2 experimentally experimentally ADV k3569309t1k 12 3 determined determined ADJ k3569309t1k 12 4 cd cd PROPN k3569309t1k 12 5 distributions distribution NOUN k3569309t1k 12 6 are be AUX k3569309t1k 12 7 compared compare VERB k3569309t1k 12 8 to to ADP k3569309t1k 12 9 component component NOUN k3569309t1k 12 10 additivity additivity NOUN k3569309t1k 12 11 surface surface NOUN k3569309t1k 12 12 complexation complexation NOUN k3569309t1k 12 13 model model NOUN k3569309t1k 12 14 predictions prediction NOUN k3569309t1k 12 15 . . PUNCT k3569309t1k 13 1 the the DET k3569309t1k 13 2 results result NOUN k3569309t1k 13 3 show show VERB k3569309t1k 13 4 that that SCONJ k3569309t1k 13 5 the the DET k3569309t1k 13 6 fluorescent fluorescent NOUN k3569309t1k 13 7 probe probe NOUN k3569309t1k 13 8 technique technique NOUN k3569309t1k 13 9 is be AUX k3569309t1k 13 10 a a DET k3569309t1k 13 11 viable viable ADJ k3569309t1k 13 12 option option NOUN k3569309t1k 13 13 for for ADP k3569309t1k 13 14 quantifying quantify VERB k3569309t1k 13 15 bacterial bacterial ADJ k3569309t1k 13 16 cd cd NOUN k3569309t1k 13 17 adsorption adsorption NOUN k3569309t1k 13 18 in in ADP k3569309t1k 13 19 multi multi ADJ k3569309t1k 13 20 - - ADJ k3569309t1k 13 21 adsorbent adsorbent ADJ k3569309t1k 13 22 systems system NOUN k3569309t1k 13 23 and and CCONJ k3569309t1k 13 24 component component NOUN k3569309t1k 13 25 additivity additivity NOUN k3569309t1k 13 26 models model NOUN k3569309t1k 13 27 predict predict VERB k3569309t1k 13 28 cd cd PROPN k3569309t1k 13 29 distribution distribution NOUN k3569309t1k 13 30 with with ADP k3569309t1k 13 31 reasonable reasonable ADJ k3569309t1k 13 32 accuracy accuracy NOUN k3569309t1k 13 33 in in ADP k3569309t1k 13 34 systems system NOUN k3569309t1k 13 35 containing contain VERB k3569309t1k 13 36 bacteria bacteria NOUN k3569309t1k 13 37 , , PUNCT k3569309t1k 13 38 a a DET k3569309t1k 13 39 mineral mineral NOUN k3569309t1k 13 40 powder powder NOUN k3569309t1k 13 41 , , PUNCT k3569309t1k 13 42 and and CCONJ k3569309t1k 13 43 a a DET k3569309t1k 13 44 chelating chelate VERB k3569309t1k 13 45 ligand ligand NOUN k3569309t1k 13 46 . . PUNCT