Item talk:Q238679
From geokb
{
"USGS Publications Warehouse": {
"@context": "https://schema.org",
"@type": "Article",
"additionalType": "Journal Article",
"name": "An evaluation of behavior inferences from Bayesian state-space models: A case study with the Pacific walrus",
"identifier": [
{
"@type": "PropertyValue",
"propertyID": "USGS Publications Warehouse IndexID",
"value": "70187721",
"url": "https://pubs.usgs.gov/publication/70187721"
},
{
"@type": "PropertyValue",
"propertyID": "USGS Publications Warehouse Internal ID",
"value": 70187721
},
{
"@type": "PropertyValue",
"propertyID": "DOI",
"value": "10.1111/mms.12332",
"url": "https://doi.org/10.1111/mms.12332"
}
],
"journal": {
"@type": "Periodical",
"name": "Marine Mammal Science",
"volumeNumber": "32",
"issueNumber": "4"
},
"inLanguage": "en",
"isPartOf": [
{
"@type": "CreativeWorkSeries",
"name": "Marine Mammal Science"
}
],
"datePublished": "2016",
"dateModified": "2018-06-16",
"abstract": "State-space models offer researchers an objective approach to modeling complex animal location data sets, and state-space model behavior classifications are often assumed to have a link to animal behavior. In this study, we evaluated the behavioral classification accuracy of a Bayesian state-space model in Pacific walruses using Argos satellite tags with sensors to detect animal behavior in real time. We fit a two-state discrete-time continuous-space Bayesian state-space model to data from 306 Pacific walruses tagged in the Chukchi Sea. We matched predicted locations and behaviors from the state-space model (resident, transient behavior) to true animal behavior (foraging, swimming, hauled out) and evaluated classification accuracy with kappa statistics (\u03ba) and root mean square error (RMSE). In addition, we compared biased random bridge utilization distributions generated with resident behavior locations to true foraging behavior locations to evaluate differences in space use patterns. Results indicated that the two-state model fairly classified true animal behavior (0.06 \u2264 \u03ba \u2264 0.26, 0.49 \u2264 RMSE \u2264 0.59). Kernel overlap metrics indicated utilization distributions generated with resident behavior locations were generally smaller than utilization distributions generated with true foraging behavior locations. Consequently, we encourage researchers to carefully examine parameters and priors associated with behaviors in state-space models, and reconcile these parameters with the study species and its expected behaviors.",
"description": "20 p.",
"publisher": {
"@type": "Organization",
"name": "Wiley"
},
"author": [
{
"@type": "Person",
"name": "Beatty, William S. wbeatty@usgs.gov",
"givenName": "William S.",
"familyName": "Beatty",
"email": "wbeatty@usgs.gov",
"identifier": {
"@type": "PropertyValue",
"propertyID": "ORCID",
"value": "0000-0003-0013-3113",
"url": "https://orcid.org/0000-0003-0013-3113"
},
"affiliation": [
{
"@type": "Organization",
"name": "Alaska Science Center Biology MFEB",
"url": "https://www.usgs.gov/centers/alaska-science-center"
}
]
},
{
"@type": "Person",
"name": "Jay, Chadwick V. cjay@usgs.gov",
"givenName": "Chadwick V.",
"familyName": "Jay",
"email": "cjay@usgs.gov",
"identifier": {
"@type": "PropertyValue",
"propertyID": "ORCID",
"value": "0000-0002-9559-2189",
"url": "https://orcid.org/0000-0002-9559-2189"
},
"affiliation": [
{
"@type": "Organization",
"name": "Alaska Science Center Biology MFEB",
"url": "https://www.usgs.gov/centers/alaska-science-center"
}
]
},
{
"@type": "Person",
"name": "Fischbach, Anthony S. afischbach@usgs.gov",
"givenName": "Anthony S.",
"familyName": "Fischbach",
"email": "afischbach@usgs.gov",
"identifier": {
"@type": "PropertyValue",
"propertyID": "ORCID",
"value": "0000-0002-6555-865X",
"url": "https://orcid.org/0000-0002-6555-865X"
},
"affiliation": [
{
"@type": "Organization",
"name": "Alaska Science Center Biology MFEB",
"url": "https://www.usgs.gov/centers/alaska-science-center"
}
]
}
],
"funder": [
{
"@type": "Organization",
"name": "Alaska Science Center Biology MFEB",
"url": "https://www.usgs.gov/centers/alaska-science-center"
}
]
},
"OpenAlex": {
"abstract_inverted_index": {
"Abstract": [
0
],
"State\u2010space": [
1
],
"models": [
2
],
"offer": [
3
],
"researchers": [
4,
192
],
"an": [
5
],
"objective": [
6
],
"approach": [
7
],
"to": [
8,
23,
27,
53,
69,
93,
133,
138,
193
],
"modeling": [
9
],
"complex": [
10
],
"animal": [
11,
28,
55,
95,
154
],
"location": [
12
],
"data": [
13,
70
],
"sets,": [
14
],
"and": [
15,
84,
101,
111,
197,
205,
213
],
"state\u2010space": [
16,
42,
67,
88,
203
],
"model": [
17,
43,
68,
89,
150
],
"behavior": [
18,
56,
96,
131,
136,
155,
175,
187
],
"classifications": [
19
],
"are": [
20
],
"often": [
21
],
"assumed": [
22
],
"have": [
24
],
"a": [
25,
40,
62
],
"link": [
26
],
"behavior.": [
29
],
"In": [
30,
119
],
"this": [
31
],
"study,": [
32
],
"we": [
33,
121,
190
],
"evaluated": [
34,
102
],
"the": [
35,
77,
87,
148,
210
],
"behavioral": [
36
],
"classification": [
37,
103
],
"accuracy": [
38,
104
],
"of": [
39
],
"Bayesian": [
41,
66
],
"in": [
44,
57,
76,
141,
202
],
"Pacific": [
45,
73
],
"walruses": [
46,
74
],
"using": [
47
],
"Argos": [
48
],
"satellite": [
49
],
"tags": [
50
],
"with": [
51,
105,
129,
173,
184,
200,
209
],
"sensors": [
52
],
"detect": [
54
],
"real": [
58
],
"time.": [
59
],
"We": [
60,
80
],
"fit": [
61
],
"two\u2010state": [
63,
149
],
"discrete\u2010time": [
64
],
"continuous\u2010space": [
65
],
"from": [
71,
86
],
"306": [
72
],
"tagged": [
75
],
"Chukchi": [
78
],
"Sea.": [
79
],
"matched": [
81
],
"predicted": [
82
],
"locations": [
83,
132,
137,
176
],
"behaviors": [
85,
201
],
"(resident,": [
90
],
"transient": [
91
],
"behavior)": [
92
],
"true": [
94,
134,
153,
185
],
"(foraging,": [
97
],
"swimming,": [
98
],
"hauled": [
99
],
"out)": [
100
],
"kappa": [
106
],
"statistics": [
107
],
"(": [
108,
116
],
"\u03ba": [
109,
158
],
")": [
110
],
"root": [
112
],
"mean": [
113
],
"square": [
114
],
"error": [
115
],
"RMSE": [
117,
163
],
").": [
118
],
"addition,": [
120
],
"compared": [
122
],
"biased": [
123
],
"random": [
124
],
"bridge": [
125
],
"utilization": [
126,
170,
181
],
"distributions": [
127,
171,
182
],
"generated": [
128,
172,
183
],
"resident": [
130,
174
],
"foraging": [
135,
186
],
"evaluate": [
139
],
"differences": [
140
],
"space": [
142
],
"use": [
143
],
"patterns.": [
144
],
"Results": [
145
],
"indicated": [
146,
169
],
"that": [
147
],
"fairly": [
151
],
"classified": [
152
],
"(0.06": [
156
],
"\u2264": [
157,
159,
162,
164
],
"0.26,": [
160
],
"0.49": [
161
],
"0.59).": [
165
],
"Kernel": [
166
],
"overlap": [
167
],
"metrics": [
168
],
"were": [
177
],
"generally": [
178
],
"smaller": [
179
],
"than": [
180
],
"locations.": [
188
],
"Consequently,": [
189
],
"encourage": [
191
],
"carefully": [
194
],
"examine": [
195
],
"parameters": [
196,
208
],
"priors": [
198
],
"associated": [
199
],
"models,": [
204
],
"reconcile": [
206
],
"these": [
207
],
"study": [
211
],
"species": [
212
],
"its": [
214
],
"expected": [
215
],
"behaviors.": [
216
]
},
"apc_list": {
"value": 3090,
"currency": "USD",
"value_usd": 3090,
"provenance": "doaj"
},
"apc_paid": null,
"authorships": [
{
"author_position": "first",
"author": {
"id": "https://openalex.org/A5028742546",
"display_name": "William S. Beatty",
"orcid": "https://orcid.org/0000-0003-0013-3113"
},
"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": true,
"raw_author_name": "William S. Beatty",
"raw_affiliation_strings": [
"U.S. Geological Survey, Alaska Science Center, 4210 University Drive, Anchorage, Alaska, 99508 U.S.A"
],
"affiliations": [
{
"raw_affiliation_string": "U.S. Geological Survey, Alaska Science Center, 4210 University Drive, Anchorage, Alaska, 99508 U.S.A",
"institution_ids": [
"https://openalex.org/I1286329397"
]
}
]
},
{
"author_position": "middle",
"author": {
"id": "https://openalex.org/A5053387147",
"display_name": "Chadwick V. Jay",
"orcid": "https://orcid.org/0000-0002-9559-2189"
},
"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": "Chadwick V. Jay",
"raw_affiliation_strings": [
"U.S. Geological Survey, Alaska Science Center, 4210 University Drive, Anchorage, Alaska, 99508 U.S.A"
],
"affiliations": [
{
"raw_affiliation_string": "U.S. Geological Survey, Alaska Science Center, 4210 University Drive, Anchorage, Alaska, 99508 U.S.A",
"institution_ids": [
"https://openalex.org/I1286329397"
]
}
]
},
{
"author_position": "last",
"author": {
"id": "https://openalex.org/A5045144845",
"display_name": "Anthony S. Fischbach",
"orcid": "https://orcid.org/0000-0002-6555-865X"
},
"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": "Anthony S. Fischbach",
"raw_affiliation_strings": [
"U.S. Geological Survey, Alaska Science Center, 4210 University Drive, Anchorage, Alaska, 99508 U.S.A"
],
"affiliations": [
{
"raw_affiliation_string": "U.S. Geological Survey, Alaska Science Center, 4210 University Drive, Anchorage, Alaska, 99508 U.S.A",
"institution_ids": [
"https://openalex.org/I1286329397"
]
}
]
}
],
"best_oa_location": null,
"biblio": {
"volume": "32",
"issue": "4",
"first_page": "1299",
"last_page": "1318"
},
"citation_normalized_percentile": {
"value": 0.550812,
"is_in_top_1_percent": false,
"is_in_top_10_percent": false
},
"cited_by_api_url": "https://api.openalex.org/works?filter=cites:W2469292015",
"cited_by_count": 3,
"cited_by_percentile_year": {
"min": 78,
"max": 80
},
"concepts": [
{
"id": "https://openalex.org/C165287380",
"wikidata": "https://www.wikidata.org/wiki/Q2916569",
"display_name": "Foraging",
"level": 2,
"score": 0.76644444
},
{
"id": "https://openalex.org/C72434380",
"wikidata": "https://www.wikidata.org/wiki/Q230930",
"display_name": "State space",
"level": 2,
"score": 0.62253124
},
{
"id": "https://openalex.org/C107673813",
"wikidata": "https://www.wikidata.org/wiki/Q812534",
"display_name": "Bayesian probability",
"level": 2,
"score": 0.56879056
},
{
"id": "https://openalex.org/C105795698",
"wikidata": "https://www.wikidata.org/wiki/Q12483",
"display_name": "Statistics",
"level": 1,
"score": 0.5211844
},
{
"id": "https://openalex.org/C160234255",
"wikidata": "https://www.wikidata.org/wiki/Q812535",
"display_name": "Bayesian inference",
"level": 3,
"score": 0.49782944
},
{
"id": "https://openalex.org/C2988419192",
"wikidata": "https://www.wikidata.org/wiki/Q7155",
"display_name": "Animal behavior",
"level": 2,
"score": 0.4524511
},
{
"id": "https://openalex.org/C2778572836",
"wikidata": "https://www.wikidata.org/wiki/Q380933",
"display_name": "Space (punctuation)",
"level": 2,
"score": 0.42162836
},
{
"id": "https://openalex.org/C33923547",
"wikidata": "https://www.wikidata.org/wiki/Q395",
"display_name": "Mathematics",
"level": 0,
"score": 0.3441134
},
{
"id": "https://openalex.org/C41008148",
"wikidata": "https://www.wikidata.org/wiki/Q21198",
"display_name": "Computer science",
"level": 0,
"score": 0.33995044
},
{
"id": "https://openalex.org/C18903297",
"wikidata": "https://www.wikidata.org/wiki/Q7150",
"display_name": "Ecology",
"level": 1,
"score": 0.25968555
},
{
"id": "https://openalex.org/C86803240",
"wikidata": "https://www.wikidata.org/wiki/Q420",
"display_name": "Biology",
"level": 0,
"score": 0.108403325
},
{
"id": "https://openalex.org/C90856448",
"wikidata": "https://www.wikidata.org/wiki/Q431",
"display_name": "Zoology",
"level": 1,
"score": 0.0
},
{
"id": "https://openalex.org/C111919701",
"wikidata": "https://www.wikidata.org/wiki/Q9135",
"display_name": "Operating system",
"level": 1,
"score": 0.0
}
],
"corresponding_author_ids": [
"https://openalex.org/A5028742546"
],
"corresponding_institution_ids": [
"https://openalex.org/I1286329397"
],
"countries_distinct_count": 1,
"counts_by_year": [
{
"year": 2019,
"cited_by_count": 1
},
{
"year": 2016,
"cited_by_count": 2
}
],
"created_date": "2016-07-22",
"datasets": [],
"display_name": "An evaluation of behavior inferences from Bayesian state\u2010space models: A case study with the Pacific walrus",
"doi": "https://doi.org/10.1111/mms.12332",
"fulltext_origin": "ngrams",
"fwci": 0.628,
"grants": [
{
"funder": "https://openalex.org/F4320332183",
"funder_display_name": "U.S. Geological Survey",
"award_id": null
}
],
"has_fulltext": true,
"id": "https://openalex.org/W2469292015",
"ids": {
"openalex": "https://openalex.org/W2469292015",
"doi": "https://doi.org/10.1111/mms.12332",
"mag": "2469292015"
},
"indexed_in": [
"crossref"
],
"institutions_distinct_count": 1,
"is_paratext": false,
"is_retracted": false,
"keywords": [
{
"id": "https://openalex.org/keywords/habitat-selection",
"display_name": "Habitat Selection",
"score": 0.470002
},
{
"id": "https://openalex.org/keywords/animal-behavior",
"display_name": "Animal behavior",
"score": 0.4524511
}
],
"language": "en",
"locations": [
{
"is_oa": false,
"landing_page_url": "https://doi.org/10.1111/mms.12332",
"pdf_url": null,
"source": {
"id": "https://openalex.org/S199286587",
"display_name": "Marine Mammal Science",
"issn_l": "0824-0469",
"issn": [
"0824-0469",
"1748-7692"
],
"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": null,
"is_accepted": false,
"is_published": false
}
],
"locations_count": 1,
"mesh": [],
"ngrams_url": "https://api.openalex.org/works/W2469292015/ngrams",
"open_access": {
"is_oa": false,
"oa_status": "closed",
"oa_url": null,
"any_repository_has_fulltext": false
},
"primary_location": {
"is_oa": false,
"landing_page_url": "https://doi.org/10.1111/mms.12332",
"pdf_url": null,
"source": {
"id": "https://openalex.org/S199286587",
"display_name": "Marine Mammal Science",
"issn_l": "0824-0469",
"issn": [
"0824-0469",
"1748-7692"
],
"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": null,
"is_accepted": false,
"is_published": false
},
"primary_topic": {
"id": "https://openalex.org/T10659",
"display_name": "Ecology and Conservation of Marine Mammals",
"score": 0.9978,
"subfield": {
"id": "https://openalex.org/subfields/2303",
"display_name": "Ecology"
},
"field": {
"id": "https://openalex.org/fields/23",
"display_name": "Environmental Science"
},
"domain": {
"id": "https://openalex.org/domains/3",
"display_name": "Physical Sciences"
}
},
"publication_date": "2016-07-11",
"publication_year": 2016,
"referenced_works": [
"https://openalex.org/W1546286537",
"https://openalex.org/W1605282505",
"https://openalex.org/W1875592267",
"https://openalex.org/W1888180832",
"https://openalex.org/W1968914203",
"https://openalex.org/W1972685766",
"https://openalex.org/W1977917512",
"https://openalex.org/W1982568487",
"https://openalex.org/W1982875743",
"https://openalex.org/W1984793292",
"https://openalex.org/W1991724381",
"https://openalex.org/W1999005653",
"https://openalex.org/W1999594257",
"https://openalex.org/W2001003988",
"https://openalex.org/W2013766096",
"https://openalex.org/W2017448678",
"https://openalex.org/W2017610745",
"https://openalex.org/W2018791357",
"https://openalex.org/W2026857875",
"https://openalex.org/W2033888135",
"https://openalex.org/W2040605710",
"https://openalex.org/W2052323828",
"https://openalex.org/W2053154970",
"https://openalex.org/W2057314736",
"https://openalex.org/W2059595777",
"https://openalex.org/W2060148338",
"https://openalex.org/W2066215116",
"https://openalex.org/W2066418236",
"https://openalex.org/W2066574710",
"https://openalex.org/W2070007029",
"https://openalex.org/W2077774614",
"https://openalex.org/W2082952910",
"https://openalex.org/W2088140687",
"https://openalex.org/W2088273159",
"https://openalex.org/W2095058327",
"https://openalex.org/W2105607843",
"https://openalex.org/W2107916932",
"https://openalex.org/W2112963583",
"https://openalex.org/W2113036581",
"https://openalex.org/W2118069045",
"https://openalex.org/W2120256958",
"https://openalex.org/W2120887477",
"https://openalex.org/W2132590819",
"https://openalex.org/W2136206527",
"https://openalex.org/W2136395309",
"https://openalex.org/W2137925700",
"https://openalex.org/W2142474992",
"https://openalex.org/W2144714603",
"https://openalex.org/W2147467841",
"https://openalex.org/W2150290224",
"https://openalex.org/W2152059404",
"https://openalex.org/W2152649743",
"https://openalex.org/W2157417786",
"https://openalex.org/W2157787485",
"https://openalex.org/W2158211309",
"https://openalex.org/W2159201835",
"https://openalex.org/W2159548430",
"https://openalex.org/W2162893071",
"https://openalex.org/W2177033995",
"https://openalex.org/W231258567",
"https://openalex.org/W2313277103",
"https://openalex.org/W2326421121",
"https://openalex.org/W2410760",
"https://openalex.org/W2520304371",
"https://openalex.org/W2582743722",
"https://openalex.org/W4232133474",
"https://openalex.org/W4248681815",
"https://openalex.org/W4249731213"
],
"referenced_works_count": 68,
"related_works": [
"https://openalex.org/W4310268968",
"https://openalex.org/W3049691116",
"https://openalex.org/W2950975704",
"https://openalex.org/W2505726097",
"https://openalex.org/W2407375987",
"https://openalex.org/W2289097272",
"https://openalex.org/W2119820191",
"https://openalex.org/W2116442787",
"https://openalex.org/W2106867672",
"https://openalex.org/W2010643158"
],
"sustainable_development_goals": [
{
"id": "https://metadata.un.org/sdg/14",
"display_name": "Life below water",
"score": 0.87
}
],
"title": "An evaluation of behavior inferences from Bayesian state\u2010space models: A case study with the Pacific walrus",
"topics": [
{
"id": "https://openalex.org/T10659",
"display_name": "Ecology and Conservation of Marine Mammals",
"score": 0.9978,
"subfield": {
"id": "https://openalex.org/subfields/2303",
"display_name": "Ecology"
},
"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/T10230",
"display_name": "Impacts of Climate Change on Marine Fisheries",
"score": 0.9894,
"subfield": {
"id": "https://openalex.org/subfields/2306",
"display_name": "Global and Planetary Change"
},
"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/T10089",
"display_name": "Avian Ecology and Climate Change Impacts",
"score": 0.9813,
"subfield": {
"id": "https://openalex.org/subfields/2303",
"display_name": "Ecology"
},
"field": {
"id": "https://openalex.org/fields/23",
"display_name": "Environmental Science"
},
"domain": {
"id": "https://openalex.org/domains/3",
"display_name": "Physical Sciences"
}
}
],
"type": "article",
"type_crossref": "journal-article",
"updated_date": "2024-08-14T10:47:27.637519",
"versions": []
}
}
