{
"USGS Publications Warehouse": { "@context": "https://schema.org", "@type": "Article", "additionalType": "Journal Article", "name": "A dynamic spatio-temporal model for spatial data", "identifier": [ { "@type": "PropertyValue", "propertyID": "USGS Publications Warehouse IndexID", "value": "70192626", "url": "https://pubs.usgs.gov/publication/70192626" }, { "@type": "PropertyValue", "propertyID": "USGS Publications Warehouse Internal ID", "value": 70192626 }, { "@type": "PropertyValue", "propertyID": "DOI", "value": "10.1016/j.spasta.2017.02.005", "url": "https://doi.org/10.1016/j.spasta.2017.02.005" } ], "journal": { "@type": "Periodical", "name": "Spatial Statistics", "volumeNumber": "20", "issueNumber": null }, "inLanguage": "en", "isPartOf": [ { "@type": "CreativeWorkSeries", "name": "Spatial Statistics" } ], "datePublished": "2017", "dateModified": "2018-01-03", "abstract": "Analyzing spatial data often requires modeling dependencies created by a dynamic spatio-temporal data generating process. In many applications, a generalized linear mixed model (GLMM) is used with a random effect to account for spatial dependence and to provide optimal spatial predictions. Location-specific covariates are often included as fixed effects in a GLMM and may be collinear with the spatial random effect, which can negatively affect inference. We propose a dynamic approach to account for spatial dependence that incorporates scientific knowledge of the spatio-temporal data generating process. Our approach relies on a dynamic spatio-temporal model that explicitly incorporates location-specific covariates. We illustrate our approach with a spatially varying ecological diffusion model implemented using a computationally efficient homogenization technique. We apply our model to understand individual-level and location-specific risk factors associated with chronic wasting disease in white-tailed deer from Wisconsin, USA and estimate the location the disease was first introduced. We compare our approach to several existing methods that are commonly used in spatial statistics. Our spatio-temporal approach resulted in a higher predictive accuracy when compared to methods based on optimal spatial prediction, obviated confounding among the spatially indexed covariates and the spatial random effect, and provided additional information that will be important for containing disease outbreaks.", "description": "15 p.", "publisher": { "@type": "Organization", "name": "Elsevier" }, "author": [ { "@type": "Person", "name": "Hooten, Mevin mhooten@usgs.gov", "givenName": "Mevin", "familyName": "Hooten", "email": "mhooten@usgs.gov", "identifier": { "@type": "PropertyValue", "propertyID": "ORCID", "value": "0000-0002-1614-723X", "url": "https://orcid.org/0000-0002-1614-723X" }, "affiliation": [ { "@type": "Organization", "name": "Fort Collins Science Center", "url": "https://www.usgs.gov/centers/fort-collins-science-center" }, { "@type": "Organization", "name": "Colorado Cooperative Fish and Wildlife Research Unit, Fort Collins, CO", "url": "https://www1.usgs.gov/coopunits/unit/Colorado" } ] }, { "@type": "Person", "name": "Russell, Robin rerussell@usgs.gov", "givenName": "Robin", "familyName": "Russell", "email": "rerussell@usgs.gov", "identifier": { "@type": "PropertyValue", "propertyID": "ORCID", "value": "0000-0001-8726-7303", "url": "https://orcid.org/0000-0001-8726-7303" }, "affiliation": [ { "@type": "Organization", "name": "National Wildlife Health Center", "url": "https://www.usgs.gov/centers/nwhc" } ] }, { "@type": "Person", "name": "Hefley, Trevor J.", "givenName": "Trevor J.", "familyName": "Hefley", "affiliation": [ { "@type": "Organization", "name": "Dept Fish, Wildlife & Cons Biol, Colorado St Univ, Fort Collins, CO" } ] }, { "@type": "Person", "name": "Hanks, Ephraim M.", "givenName": "Ephraim M.", "familyName": "Hanks" }, { "@type": "Person", "name": "Walsh, Daniel P. dwalsh@usgs.gov", "givenName": "Daniel P.", "familyName": "Walsh", "email": "dwalsh@usgs.gov", "identifier": { "@type": "PropertyValue", "propertyID": "ORCID", "value": "0000-0002-7772-2445", "url": "https://orcid.org/0000-0002-7772-2445" }, "affiliation": [ { "@type": "Organization", "name": "National Wildlife Health Center", "url": "https://www.usgs.gov/centers/nwhc" } ] } ], "funder": [ { "@type": "Organization", "name": "Coop Res Unit Seattle", "url": "https://www1.usgs.gov/coopunits/unit/Washington" }, { "@type": "Organization", "name": "National Wildlife Health Center", "url": "https://www.usgs.gov/centers/nwhc" } ], "spatialCoverage": [ { "@type": "Place", "additionalType": "country", "name": "United States", "url": "https://geonames.org/4074035" }, { "@type": "Place", "additionalType": "state", "name": "Wisconsin" } ] }, "OpenAlex": { "abstract_inverted_index": { "Analyzing": [ 0 ], "spatial": [ 1, 33, 39, 58, 74, 161, 179, 190 ], "data": [ 2, 12, 83 ], "often": [ 3, 44 ], "requires": [ 4 ], "modeling": [ 5 ], "dependencies": [ 6 ], "created": [ 7 ], "by": [ 8 ], "a": [ 9, 18, 27, 50, 68, 90, 104, 112, 168 ], "dynamic": [ 10, 69, 91 ], "spatio-temporal": [ 11, 82, 92, 164 ], "generating": [ 13, 84 ], "process.": [ 14, 85 ], "In": [ 15 ], "many": [ 16 ], "applications,": [ 17 ], "generalized": [ 19 ], "linear": [ 20 ], "mixed": [ 21 ], "model": [ 22, 93, 109, 120 ], "(GLMM)": [ 23 ], "is": [ 24 ], "used": [ 25, 159 ], "with": [ 26, 56, 103, 129 ], "random": [ 28, 59, 191 ], "effect": [ 29 ], "to": [ 30, 36, 71, 121, 152, 174 ], "account": [ 31, 72 ], "for": [ 32, 73, 201 ], "dependence": [ 34, 75 ], "and": [ 35, 52, 124, 139, 188, 193 ], "provide": [ 37 ], "optimal": [ 38, 178 ], "predictions.": [ 40 ], "Location-specific": [ 41 ], "covariates": [ 42, 187 ], "are": [ 43, 157 ], "included": [ 45 ], "as": [ 46 ], "fixed": [ 47 ], "effects": [ 48 ], "in": [ 49, 133, 160, 167 ], "GLMM": [ 51 ], "may": [ 53 ], "be": [ 54, 199 ], "collinear": [ 55 ], "the": [ 57, 81, 141, 143, 184, 189 ], "effect,": [ 60, 192 ], "which": [ 61 ], "can": [ 62 ], "negatively": [ 63 ], "affect": [ 64 ], "inference.": [ 65 ], "We": [ 66, 99, 117, 148 ], "propose": [ 67 ], "approach": [ 70, 87, 102, 151, 165 ], "that": [ 76, 94, 156, 197 ], "incorporates": [ 77, 96 ], "scientific": [ 78 ], "knowledge": [ 79 ], "of": [ 80 ], "Our": [ 86, 163 ], "relies": [ 88 ], "on": [ 89, 177 ], "explicitly": [ 95 ], "location-specific": [ 97, 125 ], "covariates.": [ 98 ], "illustrate": [ 100 ], "our": [ 101, 119, 150 ], "spatially": [ 105, 185 ], "varying": [ 106 ], "ecological": [ 107 ], "diffusion": [ 108 ], "implemented": [ 110 ], "using": [ 111 ], "computationally": [ 113 ], "efficient": [ 114 ], "homogenization": [ 115 ], "technique.": [ 116 ], "apply": [ 118 ], "understand": [ 122 ], "individual-level": [ 123 ], "risk": [ 126 ], "factors": [ 127 ], "associated": [ 128 ], "chronic": [ 130 ], "wasting": [ 131 ], "disease": [ 132, 144, 203 ], "white-tailed": [ 134 ], "deer": [ 135 ], "from": [ 136 ], "Wisconsin,": [ 137 ], "USA": [ 138 ], "estimate": [ 140 ], "location": [ 142 ], "was": [ 145 ], "first": [ 146 ], "introduced.": [ 147 ], "compare": [ 149 ], "several": [ 153 ], "existing": [ 154 ], "methods": [ 155, 175 ], "commonly": [ 158 ], "statistics.": [ 162 ], "resulted": [ 166 ], "higher": [ 169 ], "predictive": [ 170 ], "accuracy": [ 171 ], "when": [ 172 ], "compared": [ 173 ], "based": [ 176 ], "prediction,": [ 180 ], "obviated": [ 181 ], "confounding": [ 182 ], "among": [ 183 ], "indexed": [ 186 ], "provided": [ 194 ], "additional": [ 195 ], "information": [ 196 ], "will": [ 198 ], "important": [ 200 ], "containing": [ 202 ], "outbreaks.": [ 204 ] }, "apc_list": { "value": 3300, "currency": "USD", "value_usd": 3300, "provenance": "doaj" }, "apc_paid": null, "authorships": [ { "author_position": "first", "author": { "id": "https://openalex.org/A5021662267", "display_name": "Trevor J. Hefley", "orcid": "https://orcid.org/0000-0002-5850-328X" }, "institutions": [ { "id": "https://openalex.org/I189590672", "display_name": "Kansas State University", "ror": "https://ror.org/05p1j8758", "country_code": "US", "type": "education", "lineage": [ "https://openalex.org/I189590672" ] } ], "countries": [ "US" ], "is_corresponding": true, "raw_author_name": "Trevor J. Hefley", "raw_affiliation_strings": [ "Department of Statistics, Kansas State University, United States" ], "affiliations": [ { "raw_affiliation_string": "Department of Statistics, Kansas State University, United States", "institution_ids": [ "https://openalex.org/I189590672" ] } ] }, { "author_position": "middle", "author": { "id": "https://openalex.org/A5082476482", "display_name": "Mevin B. Hooten", "orcid": "https://orcid.org/0000-0002-1614-723X" }, "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" ] }, { "id": "https://openalex.org/I92446798", "display_name": "Colorado State University", "ror": "https://ror.org/03k1gpj17", "country_code": "US", "type": "education", "lineage": [ "https://openalex.org/I4210131357", "https://openalex.org/I92446798" ] } ], "countries": [ "US" ], "is_corresponding": false, "raw_author_name": "Mevin B. Hooten", "raw_affiliation_strings": [ "U.S. Geological Survey, Colorado Cooperative Fish and Wildlife Research Unit, Department of Fish, Wildlife, and Conservation Biology, Department of Statistics, Colorado State University, United States" ], "affiliations": [ { "raw_affiliation_string": "U.S. Geological Survey, Colorado Cooperative Fish and Wildlife Research Unit, Department of Fish, Wildlife, and Conservation Biology, Department of Statistics, Colorado State University, United States", "institution_ids": [ "https://openalex.org/I1286329397", "https://openalex.org/I92446798" ] } ] }, { "author_position": "middle", "author": { "id": "https://openalex.org/A5044706713", "display_name": "Ephraim M. Hanks", "orcid": "https://orcid.org/0000-0003-0345-7164" }, "institutions": [ { "id": "https://openalex.org/I130769515", "display_name": "Pennsylvania State University", "ror": "https://ror.org/04p491231", "country_code": "US", "type": "education", "lineage": [ "https://openalex.org/I130769515" ] } ], "countries": [ "US" ], "is_corresponding": false, "raw_author_name": "Ephraim M. Hanks", "raw_affiliation_strings": [ "Department of Statistics, Pennsylvania State University, United States" ], "affiliations": [ { "raw_affiliation_string": "Department of Statistics, Pennsylvania State University, United States", "institution_ids": [ "https://openalex.org/I130769515" ] } ] }, { "author_position": "middle", "author": { "id": "https://openalex.org/A5042454936", "display_name": "Robin E. Russell", "orcid": "https://orcid.org/0000-0001-8726-7303" }, "institutions": [ { "id": "https://openalex.org/I4210131920", "display_name": "National Wildlife Health Center", "ror": "https://ror.org/038d10y34", "country_code": "US", "type": "healthcare", "lineage": [ "https://openalex.org/I1286329397", "https://openalex.org/I1335927249", "https://openalex.org/I4210131920" ] }, { "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": "Robin E. Russell", "raw_affiliation_strings": [ "U.S. Geological Survey, National Wildlife Health Center, United States" ], "affiliations": [ { "raw_affiliation_string": "U.S. Geological Survey, National Wildlife Health Center, United States", "institution_ids": [ "https://openalex.org/I4210131920", "https://openalex.org/I1286329397" ] } ] }, { "author_position": "last", "author": { "id": "https://openalex.org/A5081470571", "display_name": "Daniel P. Walsh", "orcid": "https://orcid.org/0000-0002-7772-2445" }, "institutions": [ { "id": "https://openalex.org/I4210131920", "display_name": "National Wildlife Health Center", "ror": "https://ror.org/038d10y34", "country_code": "US", "type": "healthcare", "lineage": [ "https://openalex.org/I1286329397", "https://openalex.org/I1335927249", "https://openalex.org/I4210131920" ] }, { "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": "Daniel P. Walsh", "raw_affiliation_strings": [ "U.S. Geological Survey, National Wildlife Health Center, United States" ], "affiliations": [ { "raw_affiliation_string": "U.S. Geological Survey, National Wildlife Health Center, United States", "institution_ids": [ "https://openalex.org/I4210131920", "https://openalex.org/I1286329397" ] } ] } ], "best_oa_location": { "is_oa": true, "landing_page_url": "https://doi.org/10.1016/j.spasta.2017.02.005", "pdf_url": "http://manuscript.elsevier.com/S2211675316300689/pdf/S2211675316300689.pdf", "source": { "id": "https://openalex.org/S2765037494", "display_name": "Spatial Statistics", "issn_l": "2211-6753", "issn": [ "2211-6753" ], "is_oa": false, "is_in_doaj": false, "is_core": true, "host_organization": "https://openalex.org/P4310320990", "host_organization_name": "Elsevier BV", "host_organization_lineage": [ "https://openalex.org/P4310320990" ], "host_organization_lineage_names": [ "Elsevier BV" ], "type": "journal" }, "license": "publisher-specific-oa", "license_id": "https://openalex.org/licenses/publisher-specific-oa", "version": "acceptedVersion", "is_accepted": true, "is_published": false }, "biblio": { "volume": "20", "issue": null, "first_page": "206", "last_page": "220" }, "citation_normalized_percentile": { "value": 0.99987, "is_in_top_1_percent": true, "is_in_top_10_percent": true }, "cited_by_api_url": "https://api.openalex.org/works?filter=cites:W2606002693", "cited_by_count": 36, "cited_by_percentile_year": { "min": 95, "max": 96 }, "concepts": [ { "id": "https://openalex.org/C119043178", "wikidata": "https://www.wikidata.org/wiki/Q320723", "display_name": "Covariate", "level": 2, "score": 0.8198787 }, { "id": "https://openalex.org/C159620131", "wikidata": "https://www.wikidata.org/wiki/Q1938983", "display_name": "Spatial analysis", "level": 2, "score": 0.6186324 }, { "id": "https://openalex.org/C168743327", "wikidata": "https://www.wikidata.org/wiki/Q1826427", "display_name": "Random effects model", "level": 3, "score": 0.5788386 }, { "id": "https://openalex.org/C153720581", "wikidata": "https://www.wikidata.org/wiki/Q5532490", "display_name": "Generalized linear mixed model", "level": 2, "score": 0.5562047 }, { "id": "https://openalex.org/C41008148", "wikidata": "https://www.wikidata.org/wiki/Q21198", "display_name": "Computer science", "level": 0, "score": 0.5423639 }, { "id": "https://openalex.org/C2776214188", "wikidata": "https://www.wikidata.org/wiki/Q408386", "display_name": "Inference", "level": 2, "score": 0.5379923 }, { "id": "https://openalex.org/C138695830", "wikidata": "https://www.wikidata.org/wiki/Q1938983", "display_name": "Spatial dependence", "level": 2, "score": 0.530841 }, { "id": "https://openalex.org/C16012445", "wikidata": "https://www.wikidata.org/wiki/Q1501135", "display_name": "Mixed model", "level": 2, "score": 0.48801318 }, { "id": "https://openalex.org/C2779728475", "wikidata": "https://www.wikidata.org/wiki/Q1087811", "display_name": "Chronic wasting disease", "level": 5, "score": 0.4791338 }, { "id": "https://openalex.org/C105795698", "wikidata": "https://www.wikidata.org/wiki/Q12483", "display_name": "Statistics", "level": 1, "score": 0.46070945 }, { "id": "https://openalex.org/C124101348", "wikidata": "https://www.wikidata.org/wiki/Q172491", "display_name": "Data mining", "level": 1, "score": 0.42605385 }, { "id": "https://openalex.org/C180478619", "wikidata": "https://www.wikidata.org/wiki/Q7574066", "display_name": "Spatial heterogeneity", "level": 2, "score": 0.42140928 }, { "id": "https://openalex.org/C150060386", "wikidata": "https://www.wikidata.org/wiki/Q7574054", "display_name": "Spatial correlation", "level": 2, "score": 0.41806614 }, { "id": "https://openalex.org/C149782125", "wikidata": "https://www.wikidata.org/wiki/Q160039", "display_name": "Econometrics", "level": 1, "score": 0.398387 }, { "id": "https://openalex.org/C119857082", "wikidata": "https://www.wikidata.org/wiki/Q2539", "display_name": "Machine learning", "level": 1, "score": 0.29761747 }, { "id": "https://openalex.org/C33923547", "wikidata": "https://www.wikidata.org/wiki/Q395", "display_name": "Mathematics", "level": 0, "score": 0.29633915 }, { "id": "https://openalex.org/C154945302", "wikidata": "https://www.wikidata.org/wiki/Q11660", "display_name": "Artificial intelligence", "level": 1, "score": 0.2679058 }, { "id": "https://openalex.org/C18903297", "wikidata": "https://www.wikidata.org/wiki/Q7150", "display_name": "Ecology", "level": 1, "score": 0.15702271 }, { "id": "https://openalex.org/C71924100", "wikidata": "https://www.wikidata.org/wiki/Q11190", "display_name": "Medicine", "level": 0, "score": 0.0 }, { "id": "https://openalex.org/C3019804061", "wikidata": "https://www.wikidata.org/wiki/Q14881255", "display_name": "Prion protein", "level": 3, "score": 0.0 }, { "id": "https://openalex.org/C95190672", "wikidata": "https://www.wikidata.org/wiki/Q815382", "display_name": "Meta-analysis", "level": 2, "score": 0.0 }, { "id": "https://openalex.org/C2779134260", "wikidata": "https://www.wikidata.org/wiki/Q12136", "display_name": "Disease", "level": 2, "score": 0.0 }, { "id": "https://openalex.org/C142724271", "wikidata": "https://www.wikidata.org/wiki/Q7208", "display_name": "Pathology", "level": 1, "score": 0.0 }, { "id": "https://openalex.org/C126322002", "wikidata": "https://www.wikidata.org/wiki/Q11180", "display_name": "Internal medicine", "level": 1, "score": 0.0 }, { "id": "https://openalex.org/C2776735649", "wikidata": "https://www.wikidata.org/wiki/Q170102", "display_name": "Scrapie", "level": 4, "score": 0.0 }, { "id": "https://openalex.org/C86803240", "wikidata": "https://www.wikidata.org/wiki/Q420", "display_name": "Biology", "level": 0, "score": 0.0 } ], "corresponding_author_ids": [ "https://openalex.org/A5021662267" ], "corresponding_institution_ids": [ "https://openalex.org/I189590672" ], "countries_distinct_count": 1, "counts_by_year": [ { "year": 2024, "cited_by_count": 4 }, { "year": 2023, "cited_by_count": 7 }, { "year": 2022, "cited_by_count": 3 }, { "year": 2021, "cited_by_count": 4 }, { "year": 2020, "cited_by_count": 8 }, { "year": 2019, "cited_by_count": 6 }, { "year": 2018, "cited_by_count": 3 }, { "year": 2017, "cited_by_count": 1 } ], "created_date": "2017-04-28", "datasets": [], "display_name": "Dynamic spatio-temporal models for spatial data", "doi": "https://doi.org/10.1016/j.spasta.2017.02.005", "fulltext_origin": "ngrams", "fwci": 7.031, "grants": [ { "funder": "https://openalex.org/F4320306076", "funder_display_name": "National Science Foundation", "award_id": "DMS 1614392" }, { "funder": "https://openalex.org/F4320332183", "funder_display_name": "U.S. Geological Survey", "award_id": "USGS G14AC00366" } ], "has_fulltext": true, "id": "https://openalex.org/W2606002693", "ids": { "openalex": "https://openalex.org/W2606002693", "doi": "https://doi.org/10.1016/j.spasta.2017.02.005", "mag": "2606002693" }, "indexed_in": [ "crossref" ], "institutions_distinct_count": 5, "is_paratext": false, "is_retracted": false, "keywords": [ { "id": "https://openalex.org/keywords/spatial-dependence", "display_name": "Spatial dependence", "score": 0.530841 }, { "id": "https://openalex.org/keywords/mixed-model", "display_name": "Mixed model", "score": 0.48801318 }, { "id": "https://openalex.org/keywords/chronic-wasting-disease", "display_name": "Chronic wasting disease", "score": 0.4791338 }, { "id": "https://openalex.org/keywords/genetic-value-prediction", "display_name": "Genetic Value Prediction", "score": 0.444571 }, { "id": "https://openalex.org/keywords/spatial-heterogeneity", "display_name": "Spatial heterogeneity", "score": 0.42140928 }, { "id": "https://openalex.org/keywords/spatial-correlation", "display_name": "Spatial correlation", "score": 0.41806614 } ], "language": "en", "locations": [ { "is_oa": true, "landing_page_url": "https://doi.org/10.1016/j.spasta.2017.02.005", "pdf_url": "http://manuscript.elsevier.com/S2211675316300689/pdf/S2211675316300689.pdf", "source": { "id": "https://openalex.org/S2765037494", "display_name": "Spatial Statistics", "issn_l": "2211-6753", "issn": [ "2211-6753" ], "is_oa": false, "is_in_doaj": false, "is_core": true, "host_organization": "https://openalex.org/P4310320990", "host_organization_name": "Elsevier BV", "host_organization_lineage": [ "https://openalex.org/P4310320990" ], "host_organization_lineage_names": [ "Elsevier BV" ], "type": "journal" }, "license": "publisher-specific-oa", "license_id": "https://openalex.org/licenses/publisher-specific-oa", "version": "acceptedVersion", "is_accepted": true, "is_published": false } ], "locations_count": 1, "mesh": [], "ngrams_url": "https://api.openalex.org/works/W2606002693/ngrams", "open_access": { "is_oa": true, "oa_status": "bronze", "oa_url": "http://manuscript.elsevier.com/S2211675316300689/pdf/S2211675316300689.pdf", "any_repository_has_fulltext": false }, "primary_location": { "is_oa": true, "landing_page_url": "https://doi.org/10.1016/j.spasta.2017.02.005", "pdf_url": "http://manuscript.elsevier.com/S2211675316300689/pdf/S2211675316300689.pdf", "source": { "id": "https://openalex.org/S2765037494", "display_name": "Spatial Statistics", "issn_l": "2211-6753", "issn": [ "2211-6753" ], "is_oa": false, "is_in_doaj": false, "is_core": true, "host_organization": "https://openalex.org/P4310320990", "host_organization_name": "Elsevier BV", "host_organization_lineage": [ "https://openalex.org/P4310320990" ], "host_organization_lineage_names": [ "Elsevier BV" ], "type": "journal" }, "license": "publisher-specific-oa", "license_id": "https://openalex.org/licenses/publisher-specific-oa", "version": "acceptedVersion", "is_accepted": true, "is_published": false }, "primary_topic": { "id": "https://openalex.org/T11560", "display_name": "Dynamics of Livestock Disease Transmission and Control", "score": 0.9968, "subfield": { "id": "https://openalex.org/subfields/1102", "display_name": "Agronomy and Crop Science" }, "field": { "id": "https://openalex.org/fields/11", "display_name": "Agricultural and Biological Sciences" }, "domain": { "id": "https://openalex.org/domains/1", "display_name": "Life Sciences" } }, "publication_date": "2017-05-01", "publication_year": 2017, "referenced_works": [ "https://openalex.org/W146619314", "https://openalex.org/W1481861056", "https://openalex.org/W1491456881", "https://openalex.org/W1510924284", "https://openalex.org/W1547666981", "https://openalex.org/W1553594703", "https://openalex.org/W1559083267", "https://openalex.org/W1837874438", "https://openalex.org/W1966730755", "https://openalex.org/W1974295409", "https://openalex.org/W1984126495", "https://openalex.org/W1989730355", "https://openalex.org/W1993897679", "https://openalex.org/W1997999159", "https://openalex.org/W1999647960", "https://openalex.org/W2000021804", "https://openalex.org/W2004014822", "https://openalex.org/W2005938337", "https://openalex.org/W2011815408", "https://openalex.org/W2012522536", "https://openalex.org/W2023661375", "https://openalex.org/W2025720061", "https://openalex.org/W2048898294", "https://openalex.org/W2050012015", "https://openalex.org/W2055552198", "https://openalex.org/W2055703334", "https://openalex.org/W2058333477", "https://openalex.org/W2059215788", "https://openalex.org/W2069993596", "https://openalex.org/W2075187806", "https://openalex.org/W2075965721", "https://openalex.org/W2079321251", "https://openalex.org/W2091356153", "https://openalex.org/W2098365715", "https://openalex.org/W2099337390", "https://openalex.org/W2104460116", "https://openalex.org/W2111111567", "https://openalex.org/W2120401648", "https://openalex.org/W2130761473", "https://openalex.org/W2133305600", "https://openalex.org/W2133480024", "https://openalex.org/W2138498069", "https://openalex.org/W2144898279", "https://openalex.org/W2145068255", "https://openalex.org/W2152374142", "https://openalex.org/W2155988679", "https://openalex.org/W2159670376", "https://openalex.org/W2165044270", "https://openalex.org/W2165406227", "https://openalex.org/W2167694090", "https://openalex.org/W2168464387", "https://openalex.org/W2173038264", "https://openalex.org/W2199321793", "https://openalex.org/W2325219326", "https://openalex.org/W2329413583", "https://openalex.org/W2483790945", "https://openalex.org/W2484039423", "https://openalex.org/W2506156813", "https://openalex.org/W2513882802", "https://openalex.org/W2526571932", "https://openalex.org/W2546797571", "https://openalex.org/W2568216134", "https://openalex.org/W2573715514", "https://openalex.org/W2582743722", "https://openalex.org/W2599719249", "https://openalex.org/W2600779321", "https://openalex.org/W2796303555", "https://openalex.org/W2950943910", "https://openalex.org/W3025451214", "https://openalex.org/W3125553893", "https://openalex.org/W340592063", "https://openalex.org/W4237528144", "https://openalex.org/W4253456720", "https://openalex.org/W594503987" ], "referenced_works_count": 74, "related_works": [ "https://openalex.org/W4307324678", "https://openalex.org/W4293051593", "https://openalex.org/W4289422681", "https://openalex.org/W2953058310", "https://openalex.org/W2895736713", "https://openalex.org/W2477652392", "https://openalex.org/W2356286374", "https://openalex.org/W2186257539", "https://openalex.org/W2021312236", "https://openalex.org/W1551599973" ], "sustainable_development_goals": [], "title": "Dynamic spatio-temporal models for spatial data", "topics": [ { "id": "https://openalex.org/T11560", "display_name": "Dynamics of Livestock Disease Transmission and Control", "score": 0.9968, "subfield": { "id": "https://openalex.org/subfields/1102", "display_name": "Agronomy and Crop Science" }, "field": { "id": "https://openalex.org/fields/11", "display_name": "Agricultural and Biological Sciences" }, "domain": { "id": "https://openalex.org/domains/1", "display_name": "Life Sciences" } }, { "id": "https://openalex.org/T10594", "display_name": "Genomic Selection in Plant and Animal Breeding", "score": 0.9909, "subfield": { "id": "https://openalex.org/subfields/1311", "display_name": "Genetics" }, "field": { "id": "https://openalex.org/fields/13", "display_name": "Biochemistry, Genetics and Molecular Biology" }, "domain": { "id": "https://openalex.org/domains/1", "display_name": "Life Sciences" } }, { "id": "https://openalex.org/T11335", "display_name": "Prion Diseases: Causes and Molecular Basis", "score": 0.94, "subfield": { "id": "https://openalex.org/subfields/1312", "display_name": "Molecular Biology" }, "field": { "id": "https://openalex.org/fields/13", "display_name": "Biochemistry, Genetics and Molecular Biology" }, "domain": { "id": "https://openalex.org/domains/1", "display_name": "Life Sciences" } } ], "type": "article", "type_crossref": "journal-article", "updated_date": "2024-08-12T07:03:36.938789", "versions": [] }
}