Predictive modeling in homogeneous catalysis: a tutorial

Predictive modeling has become a practical research tool in homogeneous catalysis. It can help to pinpoint 'good regions' in the catalyst space, narrowing the search for the optimal catalyst for a given reaction. Just like any other new idea, in silico catalyst optimization is accepted by...

Full description

Saved in:
Bibliographic Details
Published inChemical Society reviews Vol. 39; no. 6; pp. 1891 - 1902
Main Authors Maldonado, Ana G, Rothenberg, Gadi
Format Journal Article
LanguageEnglish
Published England 01.06.2010
Online AccessGet full text

Cover

Loading…
Abstract Predictive modeling has become a practical research tool in homogeneous catalysis. It can help to pinpoint 'good regions' in the catalyst space, narrowing the search for the optimal catalyst for a given reaction. Just like any other new idea, in silico catalyst optimization is accepted by some researchers and met with skepticism by others. The basic requirements for good predictive models are a reliable set of initial experimental data, a method for generating and testing virtual catalyst libraries, and robust validation protocols. Once you have these, the key task is translating the catalysis problems into something that a computer can understand. In this tutorial review we explain in simple terms what predictive modeling actually is, why and when should one use it, and how it can be implemented.
AbstractList Predictive modeling has become a practical research tool in homogeneous catalysis. It can help to pinpoint 'good regions' in the catalyst space, narrowing the search for the optimal catalyst for a given reaction. Just like any other new idea, in silico catalyst optimization is accepted by some researchers and met with skepticism by others. The basic requirements for good predictive models are a reliable set of initial experimental data, a method for generating and testing virtual catalyst libraries, and robust validation protocols. Once you have these, the key task is translating the catalysis problems into something that a computer can understand. In this tutorial review we explain in simple terms what predictive modeling actually is, why and when should one use it, and how it can be implemented.
Author Rothenberg, Gadi
Maldonado, Ana G
Author_xml – sequence: 1
  givenname: Ana G
  surname: Maldonado
  fullname: Maldonado, Ana G
  organization: Van't Hoff Institute of Molecular Sciences, University of Amsterdam, Nieuwe Achtergracht 166, 1018 WV Amsterdam, The Netherlands
– sequence: 2
  givenname: Gadi
  surname: Rothenberg
  fullname: Rothenberg, Gadi
BackLink https://www.ncbi.nlm.nih.gov/pubmed/20502792$$D View this record in MEDLINE/PubMed
BookMark eNo9kEtLxDAYRYOMOA8Ff4F0p5vql8c0iTsZfMGALnRd8mqNtM2YtML8e6sz4-rexeFyOXM06ULnEDrHcI2ByhstCaaS1kdohlkBOeOMTdAMKBQ5ACZTNE_pc2yYF-QETQksgXBJZki8Rme96f23y9pgXeO7OvNd9hHaULvOhSFlRvWq2SafbjOV9UMfolfNKTquVJPc2T4X6P3h_m31lK9fHp9Xd-vcEEH6XAsDFS2kFCCktqbiIEBxBhYTqkGywnKsmKWaczZSS-kq5QSTXGPCK0MX6HK3u4nha3CpL1ufjGsa9Xeu5JRi4EDJSF7tSBNDStFV5Sb6VsVtiaH81VQeNI3oxX500K2z_-DBC_0BrRxiwQ
CitedBy_id crossref_primary_10_1039_D0SC06058E
crossref_primary_10_1002_ange_201402118
crossref_primary_10_1002_cctc_201900597
crossref_primary_10_1002_ente_202100181
crossref_primary_10_1002_ejoc_202100027
crossref_primary_10_1021_acscatal_0c02949
crossref_primary_10_1039_c3ra45852k
crossref_primary_10_1021_acscatal_0c04856
crossref_primary_10_1038_nchem_1313
crossref_primary_10_1002_ange_201914386
crossref_primary_10_1002_ejic_201101271
crossref_primary_10_1021_acs_accounts_0c00826
crossref_primary_10_1038_s41929_024_01150_3
crossref_primary_10_1021_acs_iecr_1c03995
crossref_primary_10_1039_C8SC01949E
crossref_primary_10_1021_acscatal_9b00717
crossref_primary_10_1039_D3DD00029J
crossref_primary_10_1016_j_eng_2019_02_011
crossref_primary_10_1039_C7CY01106G
crossref_primary_10_1039_D1RE00013F
crossref_primary_10_1002_celc_202101226
crossref_primary_10_1039_C2DT32099A
crossref_primary_10_1021_jacs_0c04715
crossref_primary_10_1246_cl_171130
crossref_primary_10_1021_om101030c
crossref_primary_10_1038_s41929_020_0468_3
crossref_primary_10_1039_C4DT01314J
crossref_primary_10_1021_acscatal_7b00739
crossref_primary_10_1039_D1CY01595H
crossref_primary_10_1038_s41467_019_08325_8
crossref_primary_10_1021_acscatal_9b04952
crossref_primary_10_1002_anie_201914386
crossref_primary_10_1021_jo500982j
crossref_primary_10_1002_aocs_12361
crossref_primary_10_1002_cssc_201900914
crossref_primary_10_1021_acs_chemrev_1c00347
crossref_primary_10_1002_cctc_202101140
crossref_primary_10_1039_C9SC01844A
crossref_primary_10_1021_acsaenm_4c00214
crossref_primary_10_1021_acscatal_2c01741
crossref_primary_10_1021_acscatal_9b00889
crossref_primary_10_1002_cplu_202300702
crossref_primary_10_1021_acscatal_7b04105
crossref_primary_10_1021_op300275p
crossref_primary_10_1021_acscatal_0c03939
crossref_primary_10_1021_ja304808u
crossref_primary_10_1002_chin_201042238
crossref_primary_10_1021_jo3016715
crossref_primary_10_1039_C7SC04679K
crossref_primary_10_1021_acs_jcim_0c01041
crossref_primary_10_1039_c0py00058b
crossref_primary_10_1021_acs_inorgchem_8b02372
crossref_primary_10_1021_ic202524r
crossref_primary_10_1002_aic_16198
crossref_primary_10_1002_chem_202104012
crossref_primary_10_1021_acscatal_0c02053
crossref_primary_10_1021_acs_chemrev_9b00425
crossref_primary_10_1016_j_tet_2019_02_007
crossref_primary_10_1002_chem_201102426
crossref_primary_10_1038_nchem_1297
crossref_primary_10_1039_D1DT01754C
crossref_primary_10_1021_acs_accounts_2c00483
crossref_primary_10_1039_D1SC01509E
crossref_primary_10_1039_c2cy20193c
crossref_primary_10_1002_celc_202100318
crossref_primary_10_1021_acs_joc_8b02230
crossref_primary_10_1021_acs_chemrev_8b00588
crossref_primary_10_1021_ci4007497
crossref_primary_10_1002_anie_201402118
crossref_primary_10_1016_j_cattod_2011_01_039
crossref_primary_10_1021_om200225s
crossref_primary_10_2174_2213337209666220728094248
crossref_primary_10_1021_acscatal_9b04186
crossref_primary_10_1016_j_tet_2013_12_054
crossref_primary_10_1080_01614940_2020_1770402
crossref_primary_10_1021_jo2005457
crossref_primary_10_1002_asia_201301696
crossref_primary_10_1021_acs_jcim_5b00424
crossref_primary_10_1007_s11244_021_01543_9
crossref_primary_10_1039_C6RA04345C
crossref_primary_10_1186_s13065_015_0104_5
crossref_primary_10_1016_j_aichem_2023_100006
crossref_primary_10_3390_app9081700
crossref_primary_10_1002_jctb_4306
crossref_primary_10_1021_ci5003153
Cites_doi 10.1021/om00046a005
10.1021/la801089m
10.1002/1439-7641(20021115)3:11<939::AID-CPHC939>3.0.CO;2-E
10.1016/0003-2670(86)80028-9
10.1021/ja021254i
10.1021/ar0300524
10.1021/ic062320a
10.1016/S1093-3263(01)00123-1
10.1002/anie.198502481
10.1021/jp046244d
10.1023/A:1008264127580
10.1021/ci700181v
10.1007/BF01889584
10.1021/ja066847y
10.1002/adsc.200800574
10.1016/S0920-5861(03)00137-8
10.1023/B:STCO.0000035301.49549.88
10.1890/0012-9658(2000)081[3178:CARTAP]2.0.CO;2
10.1021/om700840h
10.1021/ct049844p
10.1021/jp9028968
10.1002/anie.200460731
10.1021/cc050093m
10.1021/cr60307a002
10.1021/ja00808a009
10.1021/cr60274a001
10.1002/qsar.200420051
10.1002/(SICI)1096-987X(19980730)19:10<1146::AID-JCC4>3.0.CO;2-M
10.2183/pjab.85.167
10.1021/ja9047398
10.1007/s11030-008-9068-x
10.1038/35051731
10.1021/jo00355a012
10.1021/ar00087a006
10.1016/S0167-7012(00)00201-3
10.1021/ct800132a
10.1021/ja806246h
10.1021/ja00713a007
10.1021/ja026279w
10.1002/anie.200900697
10.1002/chem.200500891
10.1021/ja00031a009
10.1016/0169-7439(87)80084-9
10.1039/b615528f
10.1002/anie.200704774
10.1016/S0169-7439(00)00102-7
10.1023/A:1025386326946
10.1021/ci600493x
10.1002/adsc.200404363
10.3390/i7090375
10.1002/adsc.200505220
ContentType Journal Article
DBID NPM
AAYXX
CITATION
7X8
DOI 10.1039/b921393g
DatabaseName PubMed
CrossRef
MEDLINE - Academic
DatabaseTitle PubMed
CrossRef
MEDLINE - Academic
DatabaseTitleList MEDLINE - Academic
PubMed
Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
DeliveryMethod fulltext_linktorsrc
Discipline Chemistry
EISSN 1460-4744
EndPage 1902
ExternalDocumentID 10_1039_b921393g
20502792
Genre Journal Article
GroupedDBID ---
-DZ
-JG
-~X
0-7
0R~
0UZ
186
1TJ
29B
2WC
3EH
4.4
53G
5GY
6J9
6TJ
705
70~
71~
7~J
85S
8WZ
9M8
A6W
AAEMU
AAIWI
AANOJ
AAUTI
AAXHV
AAXPP
ABASK
ABDVN
ABJNI
ABPDG
ABRYZ
ACGFO
ACGFS
ACHDF
ACIWK
ACKIV
ACLDK
ACMRT
ACNCT
ACPVT
ADMRA
AENEX
AETEA
AETIL
AFFDN
AFFNX
AFMIJ
AFOGI
AFVBQ
AGEGJ
AGKEF
AGRSR
AGSTE
AHGXI
AI.
AIDUJ
ALMA_UNASSIGNED_HOLDINGS
ANLMG
ANUXI
ASKNT
ASPBG
AUDPV
AVWKF
AZFZN
BBWZM
BLAPV
BSQNT
C6K
CAG
COF
CS3
DU5
EBS
ECGLT
EE0
EF-
EJD
F5P
FA8
FEDTE
G8K
GNO
HF~
HVGLF
HZ~
H~9
H~N
IDY
IDZ
J3G
J3H
J3I
KC5
L-8
M4U
MVM
N9A
NDZJH
NPM
O9-
OK1
P2P
R56
R7B
R7D
RAOCF
RCLXC
RCNCU
RIG
RNS
ROL
RPMJG
RRA
RRC
RRXOS
RSCEA
SC5
SKA
SKH
SLH
TN5
TWZ
UPT
UQL
VH1
VH6
WH7
WHG
XFK
XJT
XOL
ZCG
ZKB
~02
AAHBH
AAJAE
AAMEH
AAWGC
AAYXX
ABEMK
ABXOH
ADSRN
AEFDR
AENGV
AESAV
AFLYV
AFRDS
AHGCF
ANBJS
APEMP
CITATION
EEHRC
GGIMP
H13
7X8
ID FETCH-LOGICAL-c282t-b8c0f36998089bdcf7080a740d123b0946d71a4d3b77499859efae8497b127fc3
ISSN 0306-0012
IngestDate Fri Aug 16 11:42:23 EDT 2024
Fri Aug 23 01:33:02 EDT 2024
Thu May 23 23:14:46 EDT 2024
IsPeerReviewed true
IsScholarly true
Issue 6
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c282t-b8c0f36998089bdcf7080a740d123b0946d71a4d3b77499859efae8497b127fc3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
PMID 20502792
PQID 733107032
PQPubID 23479
PageCount 12
ParticipantIDs proquest_miscellaneous_733107032
crossref_primary_10_1039_b921393g
pubmed_primary_20502792
PublicationCentury 2000
PublicationDate 2010-Jun
PublicationDateYYYYMMDD 2010-06-01
PublicationDate_xml – month: 06
  year: 2010
  text: 2010-Jun
PublicationDecade 2010
PublicationPlace England
PublicationPlace_xml – name: England
PublicationTitle Chemical Society reviews
PublicationTitleAlternate Chem Soc Rev
PublicationYear 2010
References Serra (b921393g-(cit5)/*[position()=1]) 2007; 26
De'ath (b921393g-(cit28)/*[position()=1]) 2000; 81
Morokuma (b921393g-(cit52)/*[position()=1]) 2009; 85
Fey (b921393g-(cit61)/*[position()=1]) 2006; 12
Urbano-Cuadrado (b921393g-(cit6)/*[position()=1]) 2007; 47
Artyushkova (b921393g-(cit3)/*[position()=1]) 2008; 24
Altun (b921393g-(cit47)/*[position()=1]) 2007; 129
Fey (b921393g-(cit62)/*[position()=1]) 2008; 27
Maldonado (b921393g-(cit26)/*[position()=1]) 2009; 351
Wold (b921393g-(cit69)/*[position()=1]) 1987; 2
Geladi (b921393g-(cit71)/*[position()=1]) 1986; 185
Bönnemann (b921393g-(cit11)/*[position()=1]) 1985; 24
Arnold (b921393g-(cit8)/*[position()=1]) 2001; 409
Wehrens (b921393g-(cit59)/*[position()=1]) 2000; 54
Takaya (b921393g-(cit17)/*[position()=1]) 1986; 51
Brown (b921393g-(cit23)/*[position()=1]) 2004; 44
Brown (b921393g-(cit35)/*[position()=1]) 2009; 48
Jensen (b921393g-(cit43)/*[position()=1]) 1992; 114
Knowles (b921393g-(cit16)/*[position()=1]) 1983; 16
Rappé (b921393g-(cit44)/*[position()=1]) 1997; 7
Balcells (b921393g-(cit45)/*[position()=1]) 2007; 31
Nielson (b921393g-(cit42)/*[position()=1]) 2005; 109
Burello (b921393g-(cit13)/*[position()=1]) 2006; 7
Jensen (b921393g-(cit49)/*[position()=1]) 2007; 014103
Klanner (b921393g-(cit19)/*[position()=1]) 2004; 43
Smola (b921393g-(cit30)/*[position()=1]) 2004; 14
Golbraikh (b921393g-(cit58)/*[position()=1]) 2002; 20
Noda (b921393g-(cit51)/*[position()=1]) 2009; 131
Tolman (b921393g-(cit65)/*[position()=1]) 1974; 96
Leo (b921393g-(cit67)/*[position()=1]) 1971; 71
Mazurek (b921393g-(cit34)/*[position()=1]) 2007; 11
Corbeil (b921393g-(cit37)/*[position()=1]) 2008; 47
Verspui (b921393g-(cit7)/*[position()=1]) 2004; 7
Baumes (b921393g-(cit9)/*[position()=1]) 2006; 8
Geladi (b921393g-(cit55)/*[position()=1]) 1986; 185
Donoghue (b921393g-(cit39)/*[position()=1]) 2008; 4
Norrby (b921393g-(cit41)/*[position()=1]) 1998; 19
Senn (b921393g-(cit53)/*[position()=1]) 2005; 1
Schoneboom (b921393g-(cit48)/*[position()=1]) 2002; 124
Serra (b921393g-(cit32)/*[position()=1]) 2003; 81
KaÌstner (b921393g-(cit54)/*[position()=1]) 2009; 113
Tolman (b921393g-(cit64)/*[position()=1]) 1977; 77
Tobias (b921393g-(cit66)/*[position()=1]) 2010
Burello (b921393g-(cit70)/*[position()=1]) 2005; 347
Varnek (b921393g-(cit27)/*[position()=1]) 2007; 47
Burello (b921393g-(cit15)/*[position()=1]) 2005; 347
Allemann (b921393g-(cit36)/*[position()=1]) 2004; 37
Basheer (b921393g-(cit33)/*[position()=1]) 2000; 43
Corma (b921393g-(cit4)/*[position()=1]) 2002; 3
Donoghue (b921393g-(cit38)/*[position()=1]) 2009; 131
Golbraikh (b921393g-(cit57)/*[position()=1]) 2002; 20
Tolman (b921393g-(cit63)/*[position()=1]) 1970; 92
Buntine (b921393g-(cit29)/*[position()=1]) 1992; 2
Golbraikh (b921393g-(cit60)/*[position()=1]) 2003; 17
Cooney (b921393g-(cit12)/*[position()=1]) 2003; 125
Masashi (b921393g-(cit18)/*[position()=1]) 1992; 11
Greco (b921393g-(cit50)/*[position()=1]) 2007; 46
References_xml – volume: 11
  start-page: 3167
  year: 1992
  ident: b921393g-(cit18)/*[position()=1]
  publication-title: Organometallics
  doi: 10.1021/om00046a005
  contributor:
    fullname: Masashi
– volume: 24
  start-page: 9082
  year: 2008
  ident: b921393g-(cit3)/*[position()=1]
  publication-title: Langmuir
  doi: 10.1021/la801089m
  contributor:
    fullname: Artyushkova
– volume: 3
  start-page: 939
  year: 2002
  ident: b921393g-(cit4)/*[position()=1]
  publication-title: ChemPhysChem
  doi: 10.1002/1439-7641(20021115)3:11<939::AID-CPHC939>3.0.CO;2-E
  contributor:
    fullname: Corma
– volume: 185
  start-page: 1
  year: 1986
  ident: b921393g-(cit55)/*[position()=1]
  publication-title: Anal. Chim. Acta
  doi: 10.1016/0003-2670(86)80028-9
  contributor:
    fullname: Geladi
– volume: 125
  start-page: 4318
  year: 2003
  ident: b921393g-(cit12)/*[position()=1]
  publication-title: J. Am. Chem. Soc.
  doi: 10.1021/ja021254i
  contributor:
    fullname: Cooney
– volume: 37
  start-page: 558
  year: 2004
  ident: b921393g-(cit36)/*[position()=1]
  publication-title: Acc. Chem. Res.
  doi: 10.1021/ar0300524
  contributor:
    fullname: Allemann
– volume: 46
  start-page: 5911
  year: 2007
  ident: b921393g-(cit50)/*[position()=1]
  publication-title: Inorg. Chem.
  doi: 10.1021/ic062320a
  contributor:
    fullname: Greco
– volume: 20
  start-page: 269
  year: 2002
  ident: b921393g-(cit57)/*[position()=1]
  publication-title: J. Mol. Graphics Modell.
  doi: 10.1016/S1093-3263(01)00123-1
  contributor:
    fullname: Golbraikh
– volume: 24
  start-page: 248
  year: 1985
  ident: b921393g-(cit11)/*[position()=1]
  publication-title: Angew. Chem., Int. Ed. Engl.
  doi: 10.1002/anie.198502481
  contributor:
    fullname: Bönnemann
– volume: 109
  start-page: 493
  year: 2005
  ident: b921393g-(cit42)/*[position()=1]
  publication-title: J. Phys. Chem. A
  doi: 10.1021/jp046244d
  contributor:
    fullname: Nielson
– volume: 7
  start-page: 385
  year: 1997
  ident: b921393g-(cit44)/*[position()=1]
  publication-title: Mol. Eng.
  doi: 10.1023/A:1008264127580
  contributor:
    fullname: Rappé
– volume: 47
  start-page: 2228
  year: 2007
  ident: b921393g-(cit6)/*[position()=1]
  publication-title: J. Chem. Inf. Model.
  doi: 10.1021/ci700181v
  contributor:
    fullname: Urbano-Cuadrado
– volume: 2
  start-page: 63
  year: 1992
  ident: b921393g-(cit29)/*[position()=1]
  publication-title: Stat. Comput.
  doi: 10.1007/BF01889584
  contributor:
    fullname: Buntine
– volume: 129
  start-page: 8978
  year: 2007
  ident: b921393g-(cit47)/*[position()=1]
  publication-title: J. Am. Chem. Soc.
  doi: 10.1021/ja066847y
  contributor:
    fullname: Altun
– volume: 185
  start-page: 1
  year: 1986
  ident: b921393g-(cit71)/*[position()=1]
  publication-title: Anal. Chim. Acta
  doi: 10.1016/0003-2670(86)80028-9
  contributor:
    fullname: Geladi
– volume: 351
  start-page: 387
  year: 2009
  ident: b921393g-(cit26)/*[position()=1]
  publication-title: Adv. Synth. Catal.
  doi: 10.1002/adsc.200800574
  contributor:
    fullname: Maldonado
– volume: 81
  start-page: 393
  year: 2003
  ident: b921393g-(cit32)/*[position()=1]
  publication-title: Catal. Today
  doi: 10.1016/S0920-5861(03)00137-8
  contributor:
    fullname: Serra
– volume: 14
  start-page: 199
  year: 2004
  ident: b921393g-(cit30)/*[position()=1]
  publication-title: Stat. Comput.
  doi: 10.1023/B:STCO.0000035301.49549.88
  contributor:
    fullname: Smola
– volume: 81
  start-page: 3178
  year: 2000
  ident: b921393g-(cit28)/*[position()=1]
  publication-title: Ecology
  doi: 10.1890/0012-9658(2000)081[3178:CARTAP]2.0.CO;2
  contributor:
    fullname: De'ath
– volume: 27
  start-page: 1372
  year: 2008
  ident: b921393g-(cit62)/*[position()=1]
  publication-title: Organometallics
  doi: 10.1021/om700840h
  contributor:
    fullname: Fey
– volume: 1
  start-page: 494
  year: 2005
  ident: b921393g-(cit53)/*[position()=1]
  publication-title: J. Chem. Theory Comput.
  doi: 10.1021/ct049844p
  contributor:
    fullname: Senn
– volume: 113
  start-page: 11856
  year: 2009
  ident: b921393g-(cit54)/*[position()=1]
  publication-title: J. Phys. Chem. A
  doi: 10.1021/jp9028968
  contributor:
    fullname: KaÌstner
– volume: 43
  start-page: 5347
  year: 2004
  ident: b921393g-(cit19)/*[position()=1]
  publication-title: Angew. Chem., Int. Ed.
  doi: 10.1002/anie.200460731
  contributor:
    fullname: Klanner
– start-page: 95
  year: 2010
  ident: b921393g-(cit66)/*[position()=1]
  publication-title: Eur. J. Inorg. Chem.
  contributor:
    fullname: Tobias
– volume: 8
  start-page: 583
  year: 2006
  ident: b921393g-(cit9)/*[position()=1]
  publication-title: J. Comb. Chem.
  doi: 10.1021/cc050093m
  contributor:
    fullname: Baumes
– volume: 77
  start-page: 313
  year: 1977
  ident: b921393g-(cit64)/*[position()=1]
  publication-title: Chem. Rev.
  doi: 10.1021/cr60307a002
  contributor:
    fullname: Tolman
– volume: 96
  start-page: 53
  year: 1974
  ident: b921393g-(cit65)/*[position()=1]
  publication-title: J. Am. Chem. Soc.
  doi: 10.1021/ja00808a009
  contributor:
    fullname: Tolman
– volume: 71
  start-page: 525
  year: 1971
  ident: b921393g-(cit67)/*[position()=1]
  publication-title: Chem. Rev.
  doi: 10.1021/cr60274a001
  contributor:
    fullname: Leo
– volume: 26
  start-page: 11
  year: 2007
  ident: b921393g-(cit5)/*[position()=1]
  publication-title: QSAR Comb. Sci.
  doi: 10.1002/qsar.200420051
  contributor:
    fullname: Serra
– volume: 19
  start-page: 1146
  year: 1998
  ident: b921393g-(cit41)/*[position()=1]
  publication-title: J. Comput. Chem.
  doi: 10.1002/(SICI)1096-987X(19980730)19:10<1146::AID-JCC4>3.0.CO;2-M
  contributor:
    fullname: Norrby
– volume: 014103
  start-page: 126
  year: 2007
  ident: b921393g-(cit49)/*[position()=1]
  publication-title: J. Chem. Phys.
  contributor:
    fullname: Jensen
– volume: 85
  start-page: 167
  year: 2009
  ident: b921393g-(cit52)/*[position()=1]
  publication-title: Proc. Jpn. Acad., Ser. B, Phys. Biol. Sci.
  doi: 10.2183/pjab.85.167
  contributor:
    fullname: Morokuma
– volume: 7
  start-page: 2
  year: 2004
  ident: b921393g-(cit7)/*[position()=1]
  publication-title: Comb. Chem. High Throughput Screening
  contributor:
    fullname: Verspui
– volume: 131
  start-page: 14088
  year: 2009
  ident: b921393g-(cit51)/*[position()=1]
  publication-title: J. Am. Chem.Soc.
  doi: 10.1021/ja9047398
  contributor:
    fullname: Noda
– volume: 11
  start-page: 141
  year: 2007
  ident: b921393g-(cit34)/*[position()=1]
  publication-title: Mol. Diversity
  doi: 10.1007/s11030-008-9068-x
  contributor:
    fullname: Mazurek
– volume: 409
  start-page: 253
  year: 2001
  ident: b921393g-(cit8)/*[position()=1]
  publication-title: Nature
  doi: 10.1038/35051731
  contributor:
    fullname: Arnold
– volume: 20
  start-page: 269
  year: 2002
  ident: b921393g-(cit58)/*[position()=1]
  publication-title: J. Mol. Graphics Modell.
  doi: 10.1016/S1093-3263(01)00123-1
  contributor:
    fullname: Golbraikh
– volume: 51
  start-page: 629
  year: 1986
  ident: b921393g-(cit17)/*[position()=1]
  publication-title: J. Org. Chem.
  doi: 10.1021/jo00355a012
  contributor:
    fullname: Takaya
– volume: 16
  start-page: 106
  year: 1983
  ident: b921393g-(cit16)/*[position()=1]
  publication-title: Acc. Chem. Res.
  doi: 10.1021/ar00087a006
  contributor:
    fullname: Knowles
– volume: 43
  start-page: 3
  year: 2000
  ident: b921393g-(cit33)/*[position()=1]
  publication-title: J. Microbiol. Methods
  doi: 10.1016/S0167-7012(00)00201-3
  contributor:
    fullname: Basheer
– volume: 4
  start-page: 1313
  year: 2008
  ident: b921393g-(cit39)/*[position()=1]
  publication-title: J. Chem. Theory Comput.
  doi: 10.1021/ct800132a
  contributor:
    fullname: Donoghue
– volume: 44
  start-page: 1079
  year: 2004
  ident: b921393g-(cit23)/*[position()=1]
  publication-title: J. Chem. Inf. Model.
  contributor:
    fullname: Brown
– volume: 131
  start-page: 410
  year: 2009
  ident: b921393g-(cit38)/*[position()=1]
  publication-title: J. Am. Chem. Soc.
  doi: 10.1021/ja806246h
  contributor:
    fullname: Donoghue
– volume: 92
  start-page: 2956
  year: 1970
  ident: b921393g-(cit63)/*[position()=1]
  publication-title: J. Am. Chem. Soc.
  doi: 10.1021/ja00713a007
  contributor:
    fullname: Tolman
– volume: 124
  start-page: 8142
  year: 2002
  ident: b921393g-(cit48)/*[position()=1]
  publication-title: J. Am. Chem. Soc.
  doi: 10.1021/ja026279w
  contributor:
    fullname: Schoneboom
– volume: 48
  start-page: 4476
  year: 2009
  ident: b921393g-(cit35)/*[position()=1]
  publication-title: Angew. Chem., Int. Ed.
  doi: 10.1002/anie.200900697
  contributor:
    fullname: Brown
– volume: 12
  start-page: 291
  year: 2006
  ident: b921393g-(cit61)/*[position()=1]
  publication-title: Chem.–Eur. J.
  doi: 10.1002/chem.200500891
  contributor:
    fullname: Fey
– volume: 114
  start-page: 1596
  year: 1992
  ident: b921393g-(cit43)/*[position()=1]
  publication-title: J. Am. Chem. Soc.
  doi: 10.1021/ja00031a009
  contributor:
    fullname: Jensen
– volume: 2
  start-page: 37
  year: 1987
  ident: b921393g-(cit69)/*[position()=1]
  publication-title: Chemom. Intell. Lab. Syst.
  doi: 10.1016/0169-7439(87)80084-9
  contributor:
    fullname: Wold
– volume: 31
  start-page: 333
  year: 2007
  ident: b921393g-(cit45)/*[position()=1]
  publication-title: New J. Chem.
  doi: 10.1039/b615528f
  contributor:
    fullname: Balcells
– volume: 47
  start-page: 2635
  year: 2008
  ident: b921393g-(cit37)/*[position()=1]
  publication-title: Angew. Chem., Int. Ed.
  doi: 10.1002/anie.200704774
  contributor:
    fullname: Corbeil
– volume: 54
  start-page: 35
  year: 2000
  ident: b921393g-(cit59)/*[position()=1]
  publication-title: Chemom. Intell. Lab. Syst.
  doi: 10.1016/S0169-7439(00)00102-7
  contributor:
    fullname: Wehrens
– volume: 17
  start-page: 241
  year: 2003
  ident: b921393g-(cit60)/*[position()=1]
  publication-title: J. Comput.-Aided Mol. Des.
  doi: 10.1023/A:1025386326946
  contributor:
    fullname: Golbraikh
– volume: 47
  start-page: 1111
  year: 2007
  ident: b921393g-(cit27)/*[position()=1]
  publication-title: J. Chem. Inf. Model.
  doi: 10.1021/ci600493x
  contributor:
    fullname: Varnek
– volume: 347
  start-page: 803
  year: 2005
  ident: b921393g-(cit70)/*[position()=1]
  publication-title: Adv. Synth. Catal.
  doi: 10.1002/adsc.200404363
  contributor:
    fullname: Burello
– volume: 7
  start-page: 375
  year: 2006
  ident: b921393g-(cit13)/*[position()=1]
  publication-title: Int. J. Mol. Sci.
  doi: 10.3390/i7090375
  contributor:
    fullname: Burello
– volume: 347
  start-page: 1969
  year: 2005
  ident: b921393g-(cit15)/*[position()=1]
  publication-title: Adv. Synth. Catal.
  doi: 10.1002/adsc.200505220
  contributor:
    fullname: Burello
SSID ssj0011762
Score 2.3462107
Snippet Predictive modeling has become a practical research tool in homogeneous catalysis. It can help to pinpoint 'good regions' in the catalyst space, narrowing the...
SourceID proquest
crossref
pubmed
SourceType Aggregation Database
Index Database
StartPage 1891
Title Predictive modeling in homogeneous catalysis: a tutorial
URI https://www.ncbi.nlm.nih.gov/pubmed/20502792
https://search.proquest.com/docview/733107032
Volume 39
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LSyQxEA46HtaL-Fh11gcRvEm76VeS9ibiExEPI3hr8mod0B4Zei_767fSSbpHV0G9NEPoZEi-dKUqVfUVQvtcEcmZolHOKh6BBs4ikeksotCuNBOwhdoA2Rt6cZdd3ef3fcG7NrukkYfq77t5Jd9BFdoAV5sl-wVku0GhAX4DvvAEhOH5KYxvp9bN0gb_tBVtfH7K4-R5An2MjW5tr2cs64jLam4sZcHYjxsICgJnQIjg9Ayl_WX1kwZ9XbuEmFocnB_2bppmJkTsXOjx7C2CdYCHaKeQPWUbiA9pNk4YZpREGXP8jEFaOuohvytmRV_MXdmt_2QySS2lqSwSUDbTh_7cCb72N8dRFyTYusfTogw959FCwmAzDdDC8eno8rpzFsWMemeRm0LgGE6L36Hva63jA1OiVSlGy2jJ2wL42AG7guZMvYp-nIQSfGuI9wDjADAe13gGYNwBfIQFDvD-RHdnp6OTi8iXuogU2LxNJOGbqVIKti_hhdSqYqDJC5YRDZqFBBOcahbDR5RKUNfhrbwwlTA8K5iME1apdB0N6kltNhE2jFBZ6cIIELV5nhRC5UTxnDORmZiKIdoLS1G-OEaT8u1SDxEOa1TClK0PSbSTKm2JT3tKJEO04dauGyQhObF0lL8-8QdbaLHfhdto0Ez_mB3Q7hq569H9B-IyTng
link.rule.ids 315,786,790,27957,27958
linkProvider Royal Society of Chemistry
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Predictive+modeling+in+homogeneous+catalysis%3A+a+tutorial&rft.jtitle=Chemical+Society+reviews&rft.au=Maldonado%2C+Ana+G.&rft.au=Rothenberg%2C+Gadi&rft.date=2010-06-01&rft.issn=0306-0012&rft.eissn=1460-4744&rft.volume=39&rft.issue=6&rft.spage=1891&rft_id=info:doi/10.1039%2Fb921393g&rft.externalDBID=n%2Fa&rft.externalDocID=10_1039_b921393g
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0306-0012&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0306-0012&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0306-0012&client=summon