Item talk:Q238246

From geokb
Revision as of 15:16, 20 August 2024 by Sky (talk | contribs) (Created page with "{ "USGS Publications Warehouse": { "@context": "https://schema.org", "@type": "Article", "additionalType": "Journal Article", "name": "Scripting MODFLOW model development using Python and FloPy", "identifier": [ { "@type": "PropertyValue", "propertyID": "USGS Publications Warehouse IndexID", "value": "70170433", "url": "https://pubs.usgs.gov/publication/70170433" }, { "@type": "PropertyValue"...")
(diff) ← Older revision | Latest revision (diff) | Newer revision → (diff)

{

 "USGS Publications Warehouse": {
   "@context": "https://schema.org",
   "@type": "Article",
   "additionalType": "Journal Article",
   "name": "Scripting MODFLOW model development using Python and FloPy",
   "identifier": [
     {
       "@type": "PropertyValue",
       "propertyID": "USGS Publications Warehouse IndexID",
       "value": "70170433",
       "url": "https://pubs.usgs.gov/publication/70170433"
     },
     {
       "@type": "PropertyValue",
       "propertyID": "USGS Publications Warehouse Internal ID",
       "value": 70170433
     },
     {
       "@type": "PropertyValue",
       "propertyID": "DOI",
       "value": "10.1111/gwat.12413",
       "url": "https://doi.org/10.1111/gwat.12413"
     }
   ],
   "journal": {
     "@type": "Periodical",
     "name": "Groundwater",
     "volumeNumber": "54",
     "issueNumber": "5"
   },
   "inLanguage": "en",
   "isPartOf": [
     {
       "@type": "CreativeWorkSeries",
       "name": "Groundwater"
     }
   ],
   "datePublished": "2016",
   "dateModified": "2016-10-21",
   "abstract": "Graphical user interfaces (GUIs) are commonly used to construct and postprocess numerical groundwater flow and transport models. Scripting model development with the programming language Python is presented here as an alternative approach. One advantage of Python is that there are many packages available to facilitate the model development process, including packages for plotting, array manipulation, optimization, and data analysis. For MODFLOW-based models, the FloPy package was developed by the authors to construct model input files, run the model, and read and plot simulation results. Use of Python with the available scientific packages and FloPy facilitates data exploration, alternative model evaluations, and model analyses that can be difficult to perform with GUIs. Furthermore, Python scripts are a complete, transparent, and repeatable record of the modeling process. The approach is introduced with a simple FloPy example to create and postprocess a MODFLOW model. A more complicated capture-fraction analysis with a real-world model is presented to demonstrate the types of analyses that can be performed using Python and FloPy.",
   "description": "7 p.",
   "publisher": {
     "@type": "Organization",
     "name": "Wiley"
   },
   "author": [
     {
       "@type": "Person",
       "name": "Langevin, Christian D. langevin@usgs.gov",
       "givenName": "Christian D.",
       "familyName": "Langevin",
       "email": "langevin@usgs.gov",
       "identifier": {
         "@type": "PropertyValue",
         "propertyID": "ORCID",
         "value": "0000-0001-5610-9759",
         "url": "https://orcid.org/0000-0001-5610-9759"
       },
       "affiliation": [
         {
           "@type": "Organization",
           "name": "WMA - Integrated Modeling and Prediction Division",
           "url": "https://www.usgs.gov/mission-areas/water-resources"
         }
       ]
     },
     {
       "@type": "Person",
       "name": "Bakker, Mark",
       "givenName": "Mark",
       "familyName": "Bakker"
     },
     {
       "@type": "Person",
       "name": "Post, Vincent E. A.",
       "givenName": "Vincent E. A.",
       "familyName": "Post",
       "affiliation": [
         {
           "@type": "Organization",
           "name": "National Centre for Groundwater Reserach and Training, Flinders Univ."
         }
       ]
     },
     {
       "@type": "Person",
       "name": "Hughes, Joseph D. jdhughes@usgs.gov",
       "givenName": "Joseph D.",
       "familyName": "Hughes",
       "email": "jdhughes@usgs.gov",
       "identifier": {
         "@type": "PropertyValue",
         "propertyID": "ORCID",
         "value": "0000-0003-1311-2354",
         "url": "https://orcid.org/0000-0003-1311-2354"
       },
       "affiliation": [
         {
           "@type": "Organization",
           "name": "WMA - Integrated Modeling and Prediction Division",
           "url": "https://www.usgs.gov/mission-areas/water-resources"
         }
       ]
     },
     {
       "@type": "Person",
       "name": "White, Jeremy T. jwhite@usgs.gov",
       "givenName": "Jeremy T.",
       "familyName": "White",
       "email": "jwhite@usgs.gov",
       "identifier": {
         "@type": "PropertyValue",
         "propertyID": "ORCID",
         "value": "0000-0002-4950-1469",
         "url": "https://orcid.org/0000-0002-4950-1469"
       },
       "affiliation": [
         {
           "@type": "Organization",
           "name": "Texas Water Science Center",
           "url": "https://www.usgs.gov/centers/oklahoma-texas-water-science-center"
         }
       ]
     },
     {
       "@type": "Person",
       "name": "Starn, Jeffrey jjstarn@usgs.gov",
       "givenName": "Jeffrey",
       "familyName": "Starn",
       "email": "jjstarn@usgs.gov",
       "affiliation": [
         {
           "@type": "Organization",
           "name": "Connecticut Water Science Center",
           "url": "https://www.usgs.gov/centers/new-england-water-science-center"
         }
       ]
     },
     {
       "@type": "Person",
       "name": "Fienen, Michael N. mnfienen@usgs.gov",
       "givenName": "Michael N.",
       "familyName": "Fienen",
       "email": "mnfienen@usgs.gov",
       "identifier": {
         "@type": "PropertyValue",
         "propertyID": "ORCID",
         "value": "0000-0002-7756-4651",
         "url": "https://orcid.org/0000-0002-7756-4651"
       },
       "affiliation": [
         {
           "@type": "Organization",
           "name": "Wisconsin Water Science Center",
           "url": "https://www.usgs.gov/centers/upper-midwest-water-science-center"
         }
       ]
     }
   ],
   "funder": [
     {
       "@type": "Organization",
       "name": "Office of Ground Water",
       "url": "https://www.usgs.gov/mission-areas/water-resources"
     }
   ]
 },
 "OpenAlex": {
   "abstract_inverted_index": {
     "Graphical": [
       0
     ],
     "user": [
       1
     ],
     "interfaces": [
       2
     ],
     "(GUIs)": [
       3
     ],
     "are": [
       4,
       39,
       114
     ],
     "commonly": [
       5
     ],
     "used": [
       6
     ],
     "to": [
       7,
       43,
       70,
       107,
       134,
       152
     ],
     "construct": [
       8,
       71
     ],
     "and": [
       9,
       14,
       56,
       78,
       80,
       92,
       100,
       118,
       136,
       164
     ],
     "postprocess": [
       10,
       137
     ],
     "numerical": [
       11
     ],
     "groundwater": [
       12
     ],
     "flow": [
       13
     ],
     "transport": [
       15
     ],
     "models.": [
       16
     ],
     "Scripting": [
       17
     ],
     "model": [
       18,
       46,
       72,
       98,
       101,
       149
     ],
     "development": [
       19,
       47
     ],
     "with": [
       20,
       87,
       109,
       129,
       146
     ],
     "the": [
       21,
       45,
       62,
       68,
       76,
       88,
       122,
       154
     ],
     "programming": [
       22
     ],
     "language": [
       23
     ],
     "Python": [
       24,
       35,
       86,
       112,
       163
     ],
     "is": [
       25,
       36,
       127,
       150
     ],
     "presented": [
       26,
       151
     ],
     "here": [
       27
     ],
     "as": [
       28
     ],
     "an": [
       29
     ],
     "alternative": [
       30,
       97
     ],
     "approach.": [
       31
     ],
     "One": [
       32
     ],
     "advantage": [
       33
     ],
     "of": [
       34,
       85,
       121,
       156
     ],
     "that": [
       37,
       103,
       158
     ],
     "there": [
       38
     ],
     "many": [
       40
     ],
     "packages": [
       41,
       50,
       91
     ],
     "available": [
       42,
       89
     ],
     "facilitate": [
       44
     ],
     "process,": [
       48
     ],
     "including": [
       49
     ],
     "for": [
       51
     ],
     "plotting,": [
       52
     ],
     "array": [
       53
     ],
     "manipulation,": [
       54
     ],
     "optimization,": [
       55
     ],
     "data": [
       57,
       95
     ],
     "analysis.": [
       58
     ],
     "For": [
       59
     ],
     "MODFLOW-based": [
       60
     ],
     "models,": [
       61
     ],
     "FloPy": [
       63,
       93,
       132
     ],
     "package": [
       64
     ],
     "was": [
       65
     ],
     "developed": [
       66
     ],
     "by": [
       67
     ],
     "authors": [
       69
     ],
     "input": [
       73
     ],
     "files,": [
       74
     ],
     "run": [
       75
     ],
     "model,": [
       77
     ],
     "read": [
       79
     ],
     "plot": [
       81
     ],
     "simulation": [
       82
     ],
     "results.": [
       83
     ],
     "Use": [
       84
     ],
     "scientific": [
       90
     ],
     "facilitates": [
       94
     ],
     "exploration,": [
       96
     ],
     "evaluations,": [
       99
     ],
     "analyses": [
       102,
       157
     ],
     "can": [
       104,
       159
     ],
     "be": [
       105,
       160
     ],
     "difficult": [
       106
     ],
     "perform": [
       108
     ],
     "GUIs.": [
       110
     ],
     "Furthermore,": [
       111
     ],
     "scripts": [
       113
     ],
     "a": [
       115,
       130,
       138,
       147
     ],
     "complete,": [
       116
     ],
     "transparent,": [
       117
     ],
     "repeatable": [
       119
     ],
     "record": [
       120
     ],
     "modeling": [
       123
     ],
     "process.": [
       124
     ],
     "The": [
       125
     ],
     "approach": [
       126
     ],
     "introduced": [
       128
     ],
     "simple": [
       131
     ],
     "example": [
       133
     ],
     "create": [
       135
     ],
     "MODFLOW": [
       139
     ],
     "model.": [
       140
     ],
     "A": [
       141
     ],
     "more": [
       142
     ],
     "complicated": [
       143
     ],
     "capture-fraction": [
       144
     ],
     "analysis": [
       145
     ],
     "real-world": [
       148
     ],
     "demonstrate": [
       153
     ],
     "types": [
       155
     ],
     "performed": [
       161
     ],
     "using": [
       162
     ],
     "FloPy.": [
       165
     ]
   },
   "apc_list": null,
   "apc_paid": null,
   "authorships": [
     {
       "author_position": "first",
       "author": {
         "id": "https://openalex.org/A5012911955",
         "display_name": "Mark Bakker",
         "orcid": "https://orcid.org/0000-0002-5629-2861"
       },
       "institutions": [],
       "countries": [],
       "is_corresponding": true,
       "raw_author_name": "M. Bakker",
       "raw_affiliation_strings": [],
       "affiliations": []
     },
     {
       "author_position": "middle",
       "author": {
         "id": "https://openalex.org/A5032645334",
         "display_name": "Vincent Post",
         "orcid": "https://orcid.org/0000-0002-9463-3081"
       },
       "institutions": [
         {
           "id": "https://openalex.org/I169541294",
           "display_name": "Flinders University",
           "ror": "https://ror.org/01kpzv902",
           "country_code": "AU",
           "type": "education",
           "lineage": [
             "https://openalex.org/I169541294"
           ]
         },
         {
           "id": "https://openalex.org/I1305948331",
           "display_name": "Federal Institute for Geosciences and Natural Resources",
           "ror": "https://ror.org/04d77de73",
           "country_code": "DE",
           "type": "government",
           "lineage": [
             "https://openalex.org/I1305948331"
           ]
         }
       ],
       "countries": [
         "AU",
         "DE"
       ],
       "is_corresponding": false,
       "raw_author_name": "V. Post",
       "raw_affiliation_strings": [
         "Currently at Federal Institute for Geosciences and Natural Resources, BGR, Hannover, Germany",
         "Flinders University, Adelaide, South Australia"
       ],
       "affiliations": [
         {
           "raw_affiliation_string": "Flinders University, Adelaide, South Australia",
           "institution_ids": [
             "https://openalex.org/I169541294"
           ]
         },
         {
           "raw_affiliation_string": "Currently at Federal Institute for Geosciences and Natural Resources, BGR, Hannover, Germany",
           "institution_ids": [
             "https://openalex.org/I1305948331"
           ]
         }
       ]
     },
     {
       "author_position": "middle",
       "author": {
         "id": "https://openalex.org/A5006655114",
         "display_name": "Christian D. Langevin",
         "orcid": "https://orcid.org/0000-0001-5610-9759"
       },
       "institutions": [
         {
           "id": "https://openalex.org/I1286329397",
           "display_name": "United States Geological Survey",
           "ror": "https://ror.org/035a68863",
           "country_code": "US",
           "type": "government",
           "lineage": [
             "https://openalex.org/I1286329397",
             "https://openalex.org/I1335927249"
           ]
         }
       ],
       "countries": [
         "US"
       ],
       "is_corresponding": false,
       "raw_author_name": "C. D. Langevin",
       "raw_affiliation_strings": [
         "U.S. Geological Survey, Reston, VA"
       ],
       "affiliations": [
         {
           "raw_affiliation_string": "U.S. Geological Survey, Reston, VA",
           "institution_ids": [
             "https://openalex.org/I1286329397"
           ]
         }
       ]
     },
     {
       "author_position": "middle",
       "author": {
         "id": "https://openalex.org/A5068262665",
         "display_name": "Joseph D. Hughes",
         "orcid": "https://orcid.org/0000-0003-1311-2354"
       },
       "institutions": [
         {
           "id": "https://openalex.org/I1286329397",
           "display_name": "United States Geological Survey",
           "ror": "https://ror.org/035a68863",
           "country_code": "US",
           "type": "government",
           "lineage": [
             "https://openalex.org/I1286329397",
             "https://openalex.org/I1335927249"
           ]
         }
       ],
       "countries": [
         "US"
       ],
       "is_corresponding": false,
       "raw_author_name": "J. D. Hughes",
       "raw_affiliation_strings": [
         "U.S. Geological Survey, Reston, VA"
       ],
       "affiliations": [
         {
           "raw_affiliation_string": "U.S. Geological Survey, Reston, VA",
           "institution_ids": [
             "https://openalex.org/I1286329397"
           ]
         }
       ]
     },
     {
       "author_position": "middle",
       "author": {
         "id": "https://openalex.org/A5067962973",
         "display_name": "Jeremy T. White",
         "orcid": "https://orcid.org/0000-0002-4950-1469"
       },
       "institutions": [
         {
           "id": "https://openalex.org/I1286329397",
           "display_name": "United States Geological Survey",
           "ror": "https://ror.org/035a68863",
           "country_code": "US",
           "type": "government",
           "lineage": [
             "https://openalex.org/I1286329397",
             "https://openalex.org/I1335927249"
           ]
         }
       ],
       "countries": [
         "US"
       ],
       "is_corresponding": false,
       "raw_author_name": "J. T. White",
       "raw_affiliation_strings": [
         "U.S. Geological Survey, Texas Water Science Center, Austin, TX"
       ],
       "affiliations": [
         {
           "raw_affiliation_string": "U.S. Geological Survey, Texas Water Science Center, Austin, TX",
           "institution_ids": [
             "https://openalex.org/I1286329397"
           ]
         }
       ]
     },
     {
       "author_position": "middle",
       "author": {
         "id": "https://openalex.org/A5021285186",
         "display_name": "J. Jeffrey Starn",
         "orcid": "https://orcid.org/0000-0001-5909-0010"
       },
       "institutions": [
         {
           "id": "https://openalex.org/I1286329397",
           "display_name": "United States Geological Survey",
           "ror": "https://ror.org/035a68863",
           "country_code": "US",
           "type": "government",
           "lineage": [
             "https://openalex.org/I1286329397",
             "https://openalex.org/I1335927249"
           ]
         }
       ],
       "countries": [
         "US"
       ],
       "is_corresponding": false,
       "raw_author_name": "J. J. Starn",
       "raw_affiliation_strings": [
         "U.S. Geological Survey, East Hartford, CT"
       ],
       "affiliations": [
         {
           "raw_affiliation_string": "U.S. Geological Survey, East Hartford, CT",
           "institution_ids": [
             "https://openalex.org/I1286329397"
           ]
         }
       ]
     },
     {
       "author_position": "last",
       "author": {
         "id": "https://openalex.org/A5081887696",
         "display_name": "Michael N. Fienen",
         "orcid": "https://orcid.org/0000-0002-7756-4651"
       },
       "institutions": [
         {
           "id": "https://openalex.org/I1286329397",
           "display_name": "United States Geological Survey",
           "ror": "https://ror.org/035a68863",
           "country_code": "US",
           "type": "government",
           "lineage": [
             "https://openalex.org/I1286329397",
             "https://openalex.org/I1335927249"
           ]
         }
       ],
       "countries": [
         "US"
       ],
       "is_corresponding": false,
       "raw_author_name": "M. N. Fienen",
       "raw_affiliation_strings": [
         "U.S. Geological Survey Wisconsin Water Science Center, Middleton, WI"
       ],
       "affiliations": [
         {
           "raw_affiliation_string": "U.S. Geological Survey Wisconsin Water Science Center, Middleton, WI",
           "institution_ids": [
             "https://openalex.org/I1286329397"
           ]
         }
       ]
     }
   ],
   "best_oa_location": {
     "is_oa": true,
     "landing_page_url": "https://doi.org/10.1111/gwat.12413",
     "pdf_url": "https://ngwa.onlinelibrary.wiley.com/doi/pdfdirect/10.1111/gwat.12413",
     "source": {
       "id": "https://openalex.org/S53579087",
       "display_name": "Ground Water",
       "issn_l": "0017-467X",
       "issn": [
         "0017-467X",
         "1745-6584"
       ],
       "is_oa": false,
       "is_in_doaj": false,
       "is_core": true,
       "host_organization": "https://openalex.org/P4310320595",
       "host_organization_name": "Wiley",
       "host_organization_lineage": [
         "https://openalex.org/P4310320595"
       ],
       "host_organization_lineage_names": [
         "Wiley"
       ],
       "type": "journal"
     },
     "license": null,
     "license_id": null,
     "version": "publishedVersion",
     "is_accepted": true,
     "is_published": true
   },
   "biblio": {
     "volume": "54",
     "issue": "5",
     "first_page": "733",
     "last_page": "739"
   },
   "cited_by_api_url": "https://api.openalex.org/works?filter=cites:W2329062204",
   "cited_by_count": 268,
   "cited_by_percentile_year": {
     "min": 99,
     "max": 100
   },
   "concepts": [
     {
       "id": "https://openalex.org/c519991488",
       "wikidata": "https://www.wikidata.org/wiki/Q28865",
       "display_name": "Python (programming language)",
       "level": 2,
       "score": 0.9705399,
       "qid": null
     },
     {
       "id": "https://openalex.org/c61423126",
       "wikidata": "https://www.wikidata.org/wiki/Q187432",
       "display_name": "Scripting language",
       "level": 2,
       "score": 0.85896313,
       "qid": null
     },
     {
       "id": "https://openalex.org/c78302586",
       "wikidata": "https://www.wikidata.org/wiki/Q6716996",
       "display_name": "MODFLOW",
       "level": 5,
       "score": 0.81468165,
       "qid": null
     },
     {
       "id": "https://openalex.org/c41008148",
       "wikidata": "https://www.wikidata.org/wiki/Q21198",
       "display_name": "Computer science",
       "level": 0,
       "score": 0.77811974,
       "qid": "Q158969"
     },
     {
       "id": "https://openalex.org/c199360897",
       "wikidata": "https://www.wikidata.org/wiki/Q9143",
       "display_name": "Programming language",
       "level": 1,
       "score": 0.7277053,
       "qid": "Q226303"
     },
     {
       "id": "https://openalex.org/c37789001",
       "wikidata": "https://www.wikidata.org/wiki/Q782543",
       "display_name": "Graphical user interface",
       "level": 2,
       "score": 0.46732536,
       "qid": null
     },
     {
       "id": "https://openalex.org/c3018397939",
       "wikidata": "https://www.wikidata.org/wiki/Q3644502",
       "display_name": "Open source",
       "level": 3,
       "score": 0.42567378,
       "qid": null
     },
     {
       "id": "https://openalex.org/c111919701",
       "wikidata": "https://www.wikidata.org/wiki/Q9135",
       "display_name": "Operating system",
       "level": 1,
       "score": 0.40512258,
       "qid": "Q226285"
     },
     {
       "id": "https://openalex.org/c2777904410",
       "wikidata": "https://www.wikidata.org/wiki/Q7397",
       "display_name": "Software",
       "level": 2,
       "score": 0.26363108,
       "qid": "Q165907"
     },
     {
       "id": "https://openalex.org/c127413603",
       "wikidata": "https://www.wikidata.org/wiki/Q11023",
       "display_name": "Engineering",
       "level": 0,
       "score": 0.090153754,
       "qid": "Q158977"
     },
     {
       "id": "https://openalex.org/c187320778",
       "wikidata": "https://www.wikidata.org/wiki/Q1349130",
       "display_name": "Geotechnical engineering",
       "level": 1,
       "score": 0.0,
       "qid": "Q226247"
     },
     {
       "id": "https://openalex.org/c75622301",
       "wikidata": "https://www.wikidata.org/wiki/Q208791",
       "display_name": "Aquifer",
       "level": 3,
       "score": 0.0,
       "qid": null
     },
     {
       "id": "https://openalex.org/c76177295",
       "wikidata": "https://www.wikidata.org/wiki/Q161598",
       "display_name": "Groundwater",
       "level": 2,
       "score": 0.0,
       "qid": "Q159166"
     },
     {
       "id": "https://openalex.org/c131227075",
       "wikidata": "https://www.wikidata.org/wiki/Q5611028",
       "display_name": "Groundwater flow",
       "level": 4,
       "score": 0.0,
       "qid": "Q159167"
     }
   ],
   "corresponding_author_ids": [
     "https://openalex.org/A5012911955"
   ],
   "corresponding_institution_ids": [],
   "countries_distinct_count": 3,
   "counts_by_year": [
     {
       "year": 2024,
       "cited_by_count": 37
     },
     {
       "year": 2023,
       "cited_by_count": 44
     },
     {
       "year": 2022,
       "cited_by_count": 53
     },
     {
       "year": 2021,
       "cited_by_count": 48
     },
     {
       "year": 2020,
       "cited_by_count": 32
     },
     {
       "year": 2019,
       "cited_by_count": 22
     },
     {
       "year": 2018,
       "cited_by_count": 20
     },
     {
       "year": 2017,
       "cited_by_count": 10
     },
     {
       "year": 2016,
       "cited_by_count": 1
     }
   ],
   "created_date": "2016-06-24",
   "datasets": [],
   "display_name": "Scripting <scp>MODFLOW</scp> Model Development Using Python and <scp>FloPy</scp>",
   "doi": "https://doi.org/10.1111/gwat.12413",
   "fulltext_origin": "ngrams",
   "fwci": 8.659,
   "grants": [],
   "has_fulltext": true,
   "id": "https://openalex.org/W2329062204",
   "ids": {
     "openalex": "https://openalex.org/W2329062204",
     "doi": "https://doi.org/10.1111/gwat.12413",
     "mag": "2329062204",
     "pmid": "https://pubmed.ncbi.nlm.nih.gov/27027984"
   },
   "indexed_in": [
     "crossref",
     "pubmed"
   ],
   "institutions_distinct_count": 3,
   "is_paratext": false,
   "is_retracted": false,
   "keywords": [
     {
       "id": "https://openalex.org/keywords/python",
       "display_name": "Python (programming language)",
       "score": 0.9705399
     },
     {
       "id": "https://openalex.org/keywords/modflow",
       "display_name": "MODFLOW",
       "score": 0.81468165
     },
     {
       "id": "https://openalex.org/keywords/transport-modeling",
       "display_name": "Transport Modeling",
       "score": 0.49429
     },
     {
       "id": "https://openalex.org/keywords/graphical-user-interface",
       "display_name": "Graphical user interface",
       "score": 0.46732536
     }
   ],
   "language": "en",
   "locations": [
     {
       "is_oa": true,
       "landing_page_url": "https://doi.org/10.1111/gwat.12413",
       "pdf_url": "https://ngwa.onlinelibrary.wiley.com/doi/pdfdirect/10.1111/gwat.12413",
       "source": {
         "id": "https://openalex.org/S53579087",
         "display_name": "Ground Water",
         "issn_l": "0017-467X",
         "issn": [
           "0017-467X",
           "1745-6584"
         ],
         "is_oa": false,
         "is_in_doaj": false,
         "is_core": true,
         "host_organization": "https://openalex.org/P4310320595",
         "host_organization_name": "Wiley",
         "host_organization_lineage": [
           "https://openalex.org/P4310320595"
         ],
         "host_organization_lineage_names": [
           "Wiley"
         ],
         "type": "journal"
       },
       "license": null,
       "license_id": null,
       "version": "publishedVersion",
       "is_accepted": true,
       "is_published": true
     },
     {
       "is_oa": false,
       "landing_page_url": "https://pubmed.ncbi.nlm.nih.gov/27027984",
       "pdf_url": null,
       "source": {
         "id": "https://openalex.org/S4306525036",
         "display_name": "PubMed",
         "issn_l": null,
         "issn": null,
         "is_oa": false,
         "is_in_doaj": false,
         "is_core": false,
         "host_organization": "https://openalex.org/I1299303238",
         "host_organization_name": "National Institutes of Health",
         "host_organization_lineage": [
           "https://openalex.org/I1299303238"
         ],
         "host_organization_lineage_names": [
           "National Institutes of Health"
         ],
         "type": "repository"
       },
       "license": null,
       "license_id": null,
       "version": null,
       "is_accepted": false,
       "is_published": false
     }
   ],
   "locations_count": 2,
   "mesh": [
     {
       "descriptor_ui": "D060587",
       "descriptor_name": "Groundwater",
       "qualifier_ui": "",
       "qualifier_name": null,
       "is_major_topic": true
     },
     {
       "descriptor_ui": "D011381",
       "descriptor_name": "Programming Languages",
       "qualifier_ui": "",
       "qualifier_name": null,
       "is_major_topic": true
     },
     {
       "descriptor_ui": "D006801",
       "descriptor_name": "Humans",
       "qualifier_ui": "",
       "qualifier_name": null,
       "is_major_topic": false
     },
     {
       "descriptor_ui": "D008962",
       "descriptor_name": "Models, Theoretical",
       "qualifier_ui": "",
       "qualifier_name": null,
       "is_major_topic": false
     },
     {
       "descriptor_ui": "D014872",
       "descriptor_name": "Water Movements",
       "qualifier_ui": "",
       "qualifier_name": null,
       "is_major_topic": false
     }
   ],
   "ngrams_url": "https://api.openalex.org/works/W2329062204/ngrams",
   "open_access": {
     "is_oa": true,
     "oa_status": "bronze",
     "oa_url": "https://ngwa.onlinelibrary.wiley.com/doi/pdfdirect/10.1111/gwat.12413",
     "any_repository_has_fulltext": false
   },
   "primary_location": {
     "is_oa": true,
     "landing_page_url": "https://doi.org/10.1111/gwat.12413",
     "pdf_url": "https://ngwa.onlinelibrary.wiley.com/doi/pdfdirect/10.1111/gwat.12413",
     "source": {
       "id": "https://openalex.org/S53579087",
       "display_name": "Ground Water",
       "issn_l": "0017-467X",
       "issn": [
         "0017-467X",
         "1745-6584"
       ],
       "is_oa": false,
       "is_in_doaj": false,
       "is_core": true,
       "host_organization": "https://openalex.org/P4310320595",
       "host_organization_name": "Wiley",
       "host_organization_lineage": [
         "https://openalex.org/P4310320595"
       ],
       "host_organization_lineage_names": [
         "Wiley"
       ],
       "type": "journal"
     },
     "license": null,
     "license_id": null,
     "version": "publishedVersion",
     "is_accepted": true,
     "is_published": true
   },
   "primary_topic": {
     "id": "https://openalex.org/T10894",
     "display_name": "Groundwater Flow and Transport Modeling",
     "score": 0.9994,
     "subfield": {
       "id": "https://openalex.org/subfields/2305",
       "display_name": "Environmental Engineering"
     },
     "field": {
       "id": "https://openalex.org/fields/23",
       "display_name": "Environmental Science"
     },
     "domain": {
       "id": "https://openalex.org/domains/3",
       "display_name": "Physical Sciences"
     }
   },
   "publication_date": "2016-03-30",
   "publication_year": 2016,
   "referenced_works": [
     "https://openalex.org/W1531958500",
     "https://openalex.org/W1595283895",
     "https://openalex.org/W1602538290",
     "https://openalex.org/W2005011886",
     "https://openalex.org/W2011301426",
     "https://openalex.org/W2039921102",
     "https://openalex.org/W2061939373",
     "https://openalex.org/W2095339232",
     "https://openalex.org/W2097852012",
     "https://openalex.org/W2123673345",
     "https://openalex.org/W2137464687",
     "https://openalex.org/W2265852539",
     "https://openalex.org/W2981018396"
   ],
   "referenced_works_count": 13,
   "related_works": [
     "https://openalex.org/W4389470870",
     "https://openalex.org/W4300438041",
     "https://openalex.org/W3084909426",
     "https://openalex.org/W3023169329",
     "https://openalex.org/W2782165897",
     "https://openalex.org/W2761254753",
     "https://openalex.org/W2188981919",
     "https://openalex.org/W2139703748",
     "https://openalex.org/W2054104202",
     "https://openalex.org/W1024825291"
   ],
   "sustainable_development_goals": [
     {
       "score": 0.91,
       "display_name": "Clean water and sanitation",
       "id": "https://metadata.un.org/sdg/6"
     }
   ],
   "title": "Scripting <scp>MODFLOW</scp> Model Development Using Python and <scp>FloPy</scp>",
   "topics": [
     {
       "id": "https://openalex.org/T10894",
       "display_name": "Groundwater Flow and Transport Modeling",
       "score": 0.9994,
       "subfield": {
         "id": "https://openalex.org/subfields/2305",
         "display_name": "Environmental Engineering"
       },
       "field": {
         "id": "https://openalex.org/fields/23",
         "display_name": "Environmental Science"
       },
       "domain": {
         "id": "https://openalex.org/domains/3",
         "display_name": "Physical Sciences"
       }
     },
     {
       "id": "https://openalex.org/T10572",
       "display_name": "Geophysical Exploration and Monitoring Techniques",
       "score": 0.9959,
       "subfield": {
         "id": "https://openalex.org/subfields/1908",
         "display_name": "Geophysics"
       },
       "field": {
         "id": "https://openalex.org/fields/19",
         "display_name": "Earth and Planetary Sciences"
       },
       "domain": {
         "id": "https://openalex.org/domains/3",
         "display_name": "Physical Sciences"
       }
     },
     {
       "id": "https://openalex.org/T10716",
       "display_name": "Mechanics and Transport in Unsaturated Soils",
       "score": 0.9901,
       "subfield": {
         "id": "https://openalex.org/subfields/2205",
         "display_name": "Civil and Structural Engineering"
       },
       "field": {
         "id": "https://openalex.org/fields/22",
         "display_name": "Engineering"
       },
       "domain": {
         "id": "https://openalex.org/domains/3",
         "display_name": "Physical Sciences"
       }
     }
   ],
   "type": "article",
   "type_crossref": "journal-article",
   "updated_date": "2024-08-09T14:03:28.439880",
   "versions": [],
   "qid": null
 }

}