A Genesis Potential Index for Polar Lows Article Swipe
Kevin Boyd
,
Zhuo Wang
,
John E. Walsh
·
YOU?
·
· 2022
· Open Access
·
· DOI: https://doi.org/10.1175/jcli-d-22-0100.1
YOU?
·
· 2022
· Open Access
·
· DOI: https://doi.org/10.1175/jcli-d-22-0100.1
Polar lows (PLs) are intense maritime mesocyclones that typically develop during marine cold-air outbreak events over the high latitudes. The impacts posed by these systems to humans and the broader environment demand a robust understanding of the environmental factors that promote PL formation and, in turn, skillful prediction of PL activity. We hypothesize that the variability of PL activity is associated with some key large-scale climate variables skewed toward “extreme” values, which can provide predictable information on PL activity beyond the synoptic time scale. A PL genesis potential index (PGI) is developed that relates the climatological spatial distribution of PL genesis frequency and key climate variables in a Poisson regression framework. The optimal set of predictors consists of a static stability parameter and an environmental baroclinicity parameter. The optimal predictor categories are shown to be robust across different reanalyses and PL track datasets. The observed spatial distribution and seasonal cycle of PL genesis frequency are represented well by the PGI, and the interannual variability of PL activity is captured skillfully. The effects of the Arctic Oscillation (AO), El Niño–Southern Oscillation (ENSO), and a few other climate modes on the interannual variability of PL activity are explored. Overall, our results suggest that the PGI may be used to inform skillful subseasonal to seasonal prediction of PL activity. Significance Statement Polar lows are intense mesocyclones over high-latitude oceans, and they have destructive impacts on coastal and island communities, and maritime and air operations. However, skillful prediction of polar lows on the subseasonal and longer time scales remains challenging. This study links polar low activity to large-scale environmental conditions in the Arctic through a statistical modeling approach. This work is based on the hypothesis that a shared statistical relationship exists between the large-scale climate variables and polar low activity across the Arctic, which enables a geographical unification of the controlling factors on polar low activity. Our results reveal two dominant factors, one related to the lower-tropospheric stratification and the other to the hydrodynamic instability of the lower-tropospheric flow. This statistical framework has potential applications to climate prediction and projection of polar low activity.
Related Topics
Concepts
Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1175/jcli-d-22-0100.1
- https://journals.ametsoc.org/downloadpdf/journals/clim/35/24/JCLI-D-22-0100.1.pdf
- OA Status
- bronze
- Cited By
- 7
- References
- 43
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4296044704
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4296044704Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.1175/jcli-d-22-0100.1Digital Object Identifier
- Title
-
A Genesis Potential Index for Polar LowsWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2022Year of publication
- Publication date
-
2022-09-16Full publication date if available
- Authors
-
Kevin Boyd, Zhuo Wang, John E. WalshList of authors in order
- Landing page
-
https://doi.org/10.1175/jcli-d-22-0100.1Publisher landing page
- PDF URL
-
https://journals.ametsoc.org/downloadpdf/journals/clim/35/24/JCLI-D-22-0100.1.pdfDirect link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
bronzeOpen access status per OpenAlex
- OA URL
-
https://journals.ametsoc.org/downloadpdf/journals/clim/35/24/JCLI-D-22-0100.1.pdfDirect OA link when available
- Concepts
-
Climatology, Environmental science, Synoptic scale meteorology, Baroclinity, Arctic, Polar, Arctic oscillation, North Atlantic oscillation, Latitude, Middle latitudes, Atmospheric sciences, Geology, Northern Hemisphere, Oceanography, Astronomy, Geodesy, PhysicsTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
7Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 1, 2024: 3, 2023: 3Per-year citation counts (last 5 years)
- References (count)
-
43Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W4296044704 |
|---|---|
| doi | https://doi.org/10.1175/jcli-d-22-0100.1 |
| ids.doi | https://doi.org/10.1175/jcli-d-22-0100.1 |
| ids.openalex | https://openalex.org/W4296044704 |
| fwci | 0.95656889 |
| type | article |
| title | A Genesis Potential Index for Polar Lows |
| biblio.issue | 24 |
| biblio.volume | 35 |
| biblio.last_page | 7902 |
| biblio.first_page | 7891 |
| grants[0].funder | https://openalex.org/F4320337345 |
| grants[0].award_id | N000141812216 |
| grants[0].funder_display_name | Office of Naval Research |
| topics[0].id | https://openalex.org/T10029 |
| topics[0].field.id | https://openalex.org/fields/23 |
| topics[0].field.display_name | Environmental Science |
| topics[0].score | 0.9998999834060669 |
| topics[0].domain.id | https://openalex.org/domains/3 |
| topics[0].domain.display_name | Physical Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/2306 |
| topics[0].subfield.display_name | Global and Planetary Change |
| topics[0].display_name | Climate variability and models |
| topics[1].id | https://openalex.org/T11459 |
| topics[1].field.id | https://openalex.org/fields/19 |
| topics[1].field.display_name | Earth and Planetary Sciences |
| topics[1].score | 0.9994999766349792 |
| topics[1].domain.id | https://openalex.org/domains/3 |
| topics[1].domain.display_name | Physical Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/1902 |
| topics[1].subfield.display_name | Atmospheric Science |
| topics[1].display_name | Arctic and Antarctic ice dynamics |
| topics[2].id | https://openalex.org/T10466 |
| topics[2].field.id | https://openalex.org/fields/19 |
| topics[2].field.display_name | Earth and Planetary Sciences |
| topics[2].score | 0.9983000159263611 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/1902 |
| topics[2].subfield.display_name | Atmospheric Science |
| topics[2].display_name | Meteorological Phenomena and Simulations |
| funders[0].id | https://openalex.org/F4320337345 |
| funders[0].ror | https://ror.org/00rk2pe57 |
| funders[0].display_name | Office of Naval Research |
| is_xpac | False |
| apc_list | |
| apc_paid | |
| concepts[0].id | https://openalex.org/C49204034 |
| concepts[0].level | 1 |
| concepts[0].score | 0.8361235857009888 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q52139 |
| concepts[0].display_name | Climatology |
| concepts[1].id | https://openalex.org/C39432304 |
| concepts[1].level | 0 |
| concepts[1].score | 0.6149877905845642 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q188847 |
| concepts[1].display_name | Environmental science |
| concepts[2].id | https://openalex.org/C41524352 |
| concepts[2].level | 2 |
| concepts[2].score | 0.5497668981552124 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q1233837 |
| concepts[2].display_name | Synoptic scale meteorology |
| concepts[3].id | https://openalex.org/C53631411 |
| concepts[3].level | 2 |
| concepts[3].score | 0.5317589044570923 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q1548585 |
| concepts[3].display_name | Baroclinity |
| concepts[4].id | https://openalex.org/C518008717 |
| concepts[4].level | 2 |
| concepts[4].score | 0.48996391892433167 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q25322 |
| concepts[4].display_name | Arctic |
| concepts[5].id | https://openalex.org/C29705727 |
| concepts[5].level | 2 |
| concepts[5].score | 0.48296990990638733 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q294562 |
| concepts[5].display_name | Polar |
| concepts[6].id | https://openalex.org/C14932015 |
| concepts[6].level | 3 |
| concepts[6].score | 0.4750806391239166 |
| concepts[6].wikidata | https://www.wikidata.org/wiki/Q674041 |
| concepts[6].display_name | Arctic oscillation |
| concepts[7].id | https://openalex.org/C17093552 |
| concepts[7].level | 2 |
| concepts[7].score | 0.4518151581287384 |
| concepts[7].wikidata | https://www.wikidata.org/wiki/Q1137345 |
| concepts[7].display_name | North Atlantic oscillation |
| concepts[8].id | https://openalex.org/C122523270 |
| concepts[8].level | 2 |
| concepts[8].score | 0.4418705701828003 |
| concepts[8].wikidata | https://www.wikidata.org/wiki/Q34027 |
| concepts[8].display_name | Latitude |
| concepts[9].id | https://openalex.org/C18101618 |
| concepts[9].level | 2 |
| concepts[9].score | 0.4212374687194824 |
| concepts[9].wikidata | https://www.wikidata.org/wiki/Q9346670 |
| concepts[9].display_name | Middle latitudes |
| concepts[10].id | https://openalex.org/C91586092 |
| concepts[10].level | 1 |
| concepts[10].score | 0.3763788938522339 |
| concepts[10].wikidata | https://www.wikidata.org/wiki/Q757520 |
| concepts[10].display_name | Atmospheric sciences |
| concepts[11].id | https://openalex.org/C127313418 |
| concepts[11].level | 0 |
| concepts[11].score | 0.2113366723060608 |
| concepts[11].wikidata | https://www.wikidata.org/wiki/Q1069 |
| concepts[11].display_name | Geology |
| concepts[12].id | https://openalex.org/C2778835443 |
| concepts[12].level | 2 |
| concepts[12].score | 0.18887999653816223 |
| concepts[12].wikidata | https://www.wikidata.org/wiki/Q39061 |
| concepts[12].display_name | Northern Hemisphere |
| concepts[13].id | https://openalex.org/C111368507 |
| concepts[13].level | 1 |
| concepts[13].score | 0.1484881043434143 |
| concepts[13].wikidata | https://www.wikidata.org/wiki/Q43518 |
| concepts[13].display_name | Oceanography |
| concepts[14].id | https://openalex.org/C1276947 |
| concepts[14].level | 1 |
| concepts[14].score | 0.0 |
| concepts[14].wikidata | https://www.wikidata.org/wiki/Q333 |
| concepts[14].display_name | Astronomy |
| concepts[15].id | https://openalex.org/C13280743 |
| concepts[15].level | 1 |
| concepts[15].score | 0.0 |
| concepts[15].wikidata | https://www.wikidata.org/wiki/Q131089 |
| concepts[15].display_name | Geodesy |
| concepts[16].id | https://openalex.org/C121332964 |
| concepts[16].level | 0 |
| concepts[16].score | 0.0 |
| concepts[16].wikidata | https://www.wikidata.org/wiki/Q413 |
| concepts[16].display_name | Physics |
| keywords[0].id | https://openalex.org/keywords/climatology |
| keywords[0].score | 0.8361235857009888 |
| keywords[0].display_name | Climatology |
| keywords[1].id | https://openalex.org/keywords/environmental-science |
| keywords[1].score | 0.6149877905845642 |
| keywords[1].display_name | Environmental science |
| keywords[2].id | https://openalex.org/keywords/synoptic-scale-meteorology |
| keywords[2].score | 0.5497668981552124 |
| keywords[2].display_name | Synoptic scale meteorology |
| keywords[3].id | https://openalex.org/keywords/baroclinity |
| keywords[3].score | 0.5317589044570923 |
| keywords[3].display_name | Baroclinity |
| keywords[4].id | https://openalex.org/keywords/arctic |
| keywords[4].score | 0.48996391892433167 |
| keywords[4].display_name | Arctic |
| keywords[5].id | https://openalex.org/keywords/polar |
| keywords[5].score | 0.48296990990638733 |
| keywords[5].display_name | Polar |
| keywords[6].id | https://openalex.org/keywords/arctic-oscillation |
| keywords[6].score | 0.4750806391239166 |
| keywords[6].display_name | Arctic oscillation |
| keywords[7].id | https://openalex.org/keywords/north-atlantic-oscillation |
| keywords[7].score | 0.4518151581287384 |
| keywords[7].display_name | North Atlantic oscillation |
| keywords[8].id | https://openalex.org/keywords/latitude |
| keywords[8].score | 0.4418705701828003 |
| keywords[8].display_name | Latitude |
| keywords[9].id | https://openalex.org/keywords/middle-latitudes |
| keywords[9].score | 0.4212374687194824 |
| keywords[9].display_name | Middle latitudes |
| keywords[10].id | https://openalex.org/keywords/atmospheric-sciences |
| keywords[10].score | 0.3763788938522339 |
| keywords[10].display_name | Atmospheric sciences |
| keywords[11].id | https://openalex.org/keywords/geology |
| keywords[11].score | 0.2113366723060608 |
| keywords[11].display_name | Geology |
| keywords[12].id | https://openalex.org/keywords/northern-hemisphere |
| keywords[12].score | 0.18887999653816223 |
| keywords[12].display_name | Northern Hemisphere |
| keywords[13].id | https://openalex.org/keywords/oceanography |
| keywords[13].score | 0.1484881043434143 |
| keywords[13].display_name | Oceanography |
| language | en |
| locations[0].id | doi:10.1175/jcli-d-22-0100.1 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S80591372 |
| locations[0].source.issn | 0894-8755, 1520-0442 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | False |
| locations[0].source.issn_l | 0894-8755 |
| locations[0].source.is_core | True |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | Journal of Climate |
| locations[0].source.host_organization | https://openalex.org/P4310320260 |
| locations[0].source.host_organization_name | American Meteorological Society |
| locations[0].source.host_organization_lineage | https://openalex.org/P4310320260 |
| locations[0].license | |
| locations[0].pdf_url | https://journals.ametsoc.org/downloadpdf/journals/clim/35/24/JCLI-D-22-0100.1.pdf |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | Journal of Climate |
| locations[0].landing_page_url | https://doi.org/10.1175/jcli-d-22-0100.1 |
| indexed_in | crossref |
| authorships[0].author.id | https://openalex.org/A5102811442 |
| authorships[0].author.orcid | https://orcid.org/0000-0002-6373-4832 |
| authorships[0].author.display_name | Kevin Boyd |
| authorships[0].countries | US |
| authorships[0].affiliations[0].institution_ids | https://openalex.org/I157725225 |
| authorships[0].affiliations[0].raw_affiliation_string | a University of Illinois at Urbana–Champaign, Urbana, Illinois |
| authorships[0].institutions[0].id | https://openalex.org/I157725225 |
| authorships[0].institutions[0].ror | https://ror.org/047426m28 |
| authorships[0].institutions[0].type | education |
| authorships[0].institutions[0].lineage | https://openalex.org/I157725225 |
| authorships[0].institutions[0].country_code | US |
| authorships[0].institutions[0].display_name | University of Illinois Urbana-Champaign |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Kevin Boyd |
| authorships[0].is_corresponding | False |
| authorships[0].raw_affiliation_strings | a University of Illinois at Urbana–Champaign, Urbana, Illinois |
| authorships[1].author.id | https://openalex.org/A5100446579 |
| authorships[1].author.orcid | https://orcid.org/0000-0002-4069-9501 |
| authorships[1].author.display_name | Zhuo Wang |
| authorships[1].countries | US |
| authorships[1].affiliations[0].institution_ids | https://openalex.org/I157725225 |
| authorships[1].affiliations[0].raw_affiliation_string | a University of Illinois at Urbana–Champaign, Urbana, Illinois |
| authorships[1].institutions[0].id | https://openalex.org/I157725225 |
| authorships[1].institutions[0].ror | https://ror.org/047426m28 |
| authorships[1].institutions[0].type | education |
| authorships[1].institutions[0].lineage | https://openalex.org/I157725225 |
| authorships[1].institutions[0].country_code | US |
| authorships[1].institutions[0].display_name | University of Illinois Urbana-Champaign |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Zhuo Wang |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | a University of Illinois at Urbana–Champaign, Urbana, Illinois |
| authorships[2].author.id | https://openalex.org/A5030446968 |
| authorships[2].author.orcid | https://orcid.org/0000-0001-9541-5927 |
| authorships[2].author.display_name | John E. Walsh |
| authorships[2].countries | US |
| authorships[2].affiliations[0].institution_ids | https://openalex.org/I141472210 |
| authorships[2].affiliations[0].raw_affiliation_string | b University of Alaska Fairbanks, Fairbanks, Alaska |
| authorships[2].institutions[0].id | https://openalex.org/I141472210 |
| authorships[2].institutions[0].ror | https://ror.org/01j7nq853 |
| authorships[2].institutions[0].type | education |
| authorships[2].institutions[0].lineage | https://openalex.org/I141472210 |
| authorships[2].institutions[0].country_code | US |
| authorships[2].institutions[0].display_name | University of Alaska Fairbanks |
| authorships[2].author_position | last |
| authorships[2].raw_author_name | John E. Walsh |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | b University of Alaska Fairbanks, Fairbanks, Alaska |
| has_content.pdf | True |
| has_content.grobid_xml | True |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://journals.ametsoc.org/downloadpdf/journals/clim/35/24/JCLI-D-22-0100.1.pdf |
| open_access.oa_status | bronze |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | A Genesis Potential Index for Polar Lows |
| has_fulltext | False |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T10029 |
| primary_topic.field.id | https://openalex.org/fields/23 |
| primary_topic.field.display_name | Environmental Science |
| primary_topic.score | 0.9998999834060669 |
| primary_topic.domain.id | https://openalex.org/domains/3 |
| primary_topic.domain.display_name | Physical Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/2306 |
| primary_topic.subfield.display_name | Global and Planetary Change |
| primary_topic.display_name | Climate variability and models |
| related_works | https://openalex.org/W3193687668, https://openalex.org/W2146602285, https://openalex.org/W3027740982, https://openalex.org/W3121079559, https://openalex.org/W2885728880, https://openalex.org/W10782653, https://openalex.org/W2068242157, https://openalex.org/W2037208163, https://openalex.org/W2088206730, https://openalex.org/W4200080077 |
| cited_by_count | 7 |
| counts_by_year[0].year | 2025 |
| counts_by_year[0].cited_by_count | 1 |
| counts_by_year[1].year | 2024 |
| counts_by_year[1].cited_by_count | 3 |
| counts_by_year[2].year | 2023 |
| counts_by_year[2].cited_by_count | 3 |
| locations_count | 1 |
| best_oa_location.id | doi:10.1175/jcli-d-22-0100.1 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S80591372 |
| best_oa_location.source.issn | 0894-8755, 1520-0442 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | False |
| best_oa_location.source.issn_l | 0894-8755 |
| best_oa_location.source.is_core | True |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | Journal of Climate |
| best_oa_location.source.host_organization | https://openalex.org/P4310320260 |
| best_oa_location.source.host_organization_name | American Meteorological Society |
| best_oa_location.source.host_organization_lineage | https://openalex.org/P4310320260 |
| best_oa_location.license | |
| best_oa_location.pdf_url | https://journals.ametsoc.org/downloadpdf/journals/clim/35/24/JCLI-D-22-0100.1.pdf |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | Journal of Climate |
| best_oa_location.landing_page_url | https://doi.org/10.1175/jcli-d-22-0100.1 |
| primary_location.id | doi:10.1175/jcli-d-22-0100.1 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S80591372 |
| primary_location.source.issn | 0894-8755, 1520-0442 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | False |
| primary_location.source.issn_l | 0894-8755 |
| primary_location.source.is_core | True |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | Journal of Climate |
| primary_location.source.host_organization | https://openalex.org/P4310320260 |
| primary_location.source.host_organization_name | American Meteorological Society |
| primary_location.source.host_organization_lineage | https://openalex.org/P4310320260 |
| primary_location.license | |
| primary_location.pdf_url | https://journals.ametsoc.org/downloadpdf/journals/clim/35/24/JCLI-D-22-0100.1.pdf |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | Journal of Climate |
| primary_location.landing_page_url | https://doi.org/10.1175/jcli-d-22-0100.1 |
| publication_date | 2022-09-16 |
| publication_year | 2022 |
| referenced_works | https://openalex.org/W1967032594, https://openalex.org/W2056758145, https://openalex.org/W2089095610, https://openalex.org/W1986356962, https://openalex.org/W2154544173, https://openalex.org/W2121745948, https://openalex.org/W2006715323, https://openalex.org/W2171393868, https://openalex.org/W2564109035, https://openalex.org/W1964093514, https://openalex.org/W2124527473, https://openalex.org/W144920805, https://openalex.org/W3025949386, https://openalex.org/W6772936669, https://openalex.org/W2147417504, https://openalex.org/W2009915464, https://openalex.org/W1638798810, https://openalex.org/W2074659606, https://openalex.org/W2771832356, https://openalex.org/W3134038642, https://openalex.org/W2766460982, https://openalex.org/W2132889984, https://openalex.org/W2118015488, https://openalex.org/W2906493967, https://openalex.org/W2601333457, https://openalex.org/W3203231081, https://openalex.org/W2801513895, https://openalex.org/W3006056164, https://openalex.org/W3087540523, https://openalex.org/W4231880975, https://openalex.org/W3133237896, https://openalex.org/W2060357729, https://openalex.org/W1508844031, https://openalex.org/W3088958106, https://openalex.org/W2341018989, https://openalex.org/W2211374006, https://openalex.org/W2051311091, https://openalex.org/W2117513069, https://openalex.org/W1993791765, https://openalex.org/W4251052863, https://openalex.org/W4252001763, https://openalex.org/W2003816149, https://openalex.org/W4293282014 |
| referenced_works_count | 43 |
| abstract_inverted_index.A | 85 |
| abstract_inverted_index.a | 33, 108, 119, 183, 271, 283, 302 |
| abstract_inverted_index.El | 178 |
| abstract_inverted_index.PL | 42, 50, 58, 78, 86, 100, 141, 152, 166, 193, 215 |
| abstract_inverted_index.We | 52 |
| abstract_inverted_index.an | 124 |
| abstract_inverted_index.be | 135, 205 |
| abstract_inverted_index.by | 23, 158 |
| abstract_inverted_index.in | 45, 107, 267 |
| abstract_inverted_index.is | 60, 91, 168, 277 |
| abstract_inverted_index.of | 36, 49, 57, 99, 115, 118, 151, 165, 173, 192, 214, 245, 305, 332, 347 |
| abstract_inverted_index.on | 77, 188, 232, 248, 279, 309 |
| abstract_inverted_index.to | 26, 134, 207, 211, 263, 321, 328, 342 |
| abstract_inverted_index.Our | 313 |
| abstract_inverted_index.PGI | 203 |
| abstract_inverted_index.The | 20, 112, 128, 144, 171 |
| abstract_inverted_index.air | 240 |
| abstract_inverted_index.and | 28, 103, 123, 140, 148, 161, 182, 227, 234, 237, 239, 251, 293, 325, 345 |
| abstract_inverted_index.are | 4, 132, 155, 195, 221 |
| abstract_inverted_index.can | 73 |
| abstract_inverted_index.few | 184 |
| abstract_inverted_index.has | 339 |
| abstract_inverted_index.key | 64, 104 |
| abstract_inverted_index.low | 261, 295, 311, 349 |
| abstract_inverted_index.may | 204 |
| abstract_inverted_index.one | 319 |
| abstract_inverted_index.our | 198 |
| abstract_inverted_index.set | 114 |
| abstract_inverted_index.the | 17, 29, 37, 55, 81, 95, 159, 162, 174, 189, 202, 249, 268, 280, 289, 298, 306, 322, 326, 329, 333 |
| abstract_inverted_index.two | 316 |
| abstract_inverted_index.PGI, | 160 |
| abstract_inverted_index.This | 257, 275, 336 |
| abstract_inverted_index.and, | 44 |
| abstract_inverted_index.have | 229 |
| abstract_inverted_index.high | 18 |
| abstract_inverted_index.lows | 2, 220, 247 |
| abstract_inverted_index.over | 16, 224 |
| abstract_inverted_index.some | 63 |
| abstract_inverted_index.that | 8, 40, 54, 93, 201, 282 |
| abstract_inverted_index.they | 228 |
| abstract_inverted_index.time | 83, 253 |
| abstract_inverted_index.used | 206 |
| abstract_inverted_index.well | 157 |
| abstract_inverted_index.with | 62 |
| abstract_inverted_index.work | 276 |
| abstract_inverted_index.(AO), | 177 |
| abstract_inverted_index.(PGI) | 90 |
| abstract_inverted_index.(PLs) | 3 |
| abstract_inverted_index.Polar | 1, 219 |
| abstract_inverted_index.based | 278 |
| abstract_inverted_index.cycle | 150 |
| abstract_inverted_index.flow. | 335 |
| abstract_inverted_index.index | 89 |
| abstract_inverted_index.links | 259 |
| abstract_inverted_index.modes | 187 |
| abstract_inverted_index.other | 185, 327 |
| abstract_inverted_index.polar | 246, 260, 294, 310, 348 |
| abstract_inverted_index.posed | 22 |
| abstract_inverted_index.shown | 133 |
| abstract_inverted_index.study | 258 |
| abstract_inverted_index.these | 24 |
| abstract_inverted_index.track | 142 |
| abstract_inverted_index.turn, | 46 |
| abstract_inverted_index.which | 72, 300 |
| abstract_inverted_index.Arctic | 175, 269 |
| abstract_inverted_index.across | 137, 297 |
| abstract_inverted_index.beyond | 80 |
| abstract_inverted_index.demand | 32 |
| abstract_inverted_index.during | 11 |
| abstract_inverted_index.events | 15 |
| abstract_inverted_index.exists | 287 |
| abstract_inverted_index.humans | 27 |
| abstract_inverted_index.inform | 208 |
| abstract_inverted_index.island | 235 |
| abstract_inverted_index.longer | 252 |
| abstract_inverted_index.marine | 12 |
| abstract_inverted_index.reveal | 315 |
| abstract_inverted_index.robust | 34, 136 |
| abstract_inverted_index.scale. | 84 |
| abstract_inverted_index.scales | 254 |
| abstract_inverted_index.shared | 284 |
| abstract_inverted_index.skewed | 68 |
| abstract_inverted_index.static | 120 |
| abstract_inverted_index.toward | 69 |
| abstract_inverted_index.(ENSO), | 181 |
| abstract_inverted_index.Arctic, | 299 |
| abstract_inverted_index.Poisson | 109 |
| abstract_inverted_index.between | 288 |
| abstract_inverted_index.broader | 30 |
| abstract_inverted_index.climate | 66, 105, 186, 291, 343 |
| abstract_inverted_index.coastal | 233 |
| abstract_inverted_index.develop | 10 |
| abstract_inverted_index.effects | 172 |
| abstract_inverted_index.enables | 301 |
| abstract_inverted_index.factors | 39, 308 |
| abstract_inverted_index.genesis | 87, 101, 153 |
| abstract_inverted_index.impacts | 21, 231 |
| abstract_inverted_index.intense | 5, 222 |
| abstract_inverted_index.oceans, | 226 |
| abstract_inverted_index.optimal | 113, 129 |
| abstract_inverted_index.promote | 41 |
| abstract_inverted_index.provide | 74 |
| abstract_inverted_index.related | 320 |
| abstract_inverted_index.relates | 94 |
| abstract_inverted_index.remains | 255 |
| abstract_inverted_index.results | 199, 314 |
| abstract_inverted_index.spatial | 97, 146 |
| abstract_inverted_index.suggest | 200 |
| abstract_inverted_index.systems | 25 |
| abstract_inverted_index.through | 270 |
| abstract_inverted_index.values, | 71 |
| abstract_inverted_index.Abstract | 0 |
| abstract_inverted_index.However, | 242 |
| abstract_inverted_index.Overall, | 197 |
| abstract_inverted_index.activity | 59, 79, 167, 194, 262, 296 |
| abstract_inverted_index.captured | 169 |
| abstract_inverted_index.cold-air | 13 |
| abstract_inverted_index.consists | 117 |
| abstract_inverted_index.dominant | 317 |
| abstract_inverted_index.factors, | 318 |
| abstract_inverted_index.maritime | 6, 238 |
| abstract_inverted_index.modeling | 273 |
| abstract_inverted_index.observed | 145 |
| abstract_inverted_index.outbreak | 14 |
| abstract_inverted_index.seasonal | 149, 212 |
| abstract_inverted_index.skillful | 47, 209, 243 |
| abstract_inverted_index.synoptic | 82 |
| abstract_inverted_index.Statement | 218 |
| abstract_inverted_index.activity. | 51, 216, 312, 350 |
| abstract_inverted_index.approach. | 274 |
| abstract_inverted_index.datasets. | 143 |
| abstract_inverted_index.developed | 92 |
| abstract_inverted_index.different | 138 |
| abstract_inverted_index.explored. | 196 |
| abstract_inverted_index.formation | 43 |
| abstract_inverted_index.framework | 338 |
| abstract_inverted_index.frequency | 102, 154 |
| abstract_inverted_index.parameter | 122 |
| abstract_inverted_index.potential | 88, 340 |
| abstract_inverted_index.predictor | 130 |
| abstract_inverted_index.stability | 121 |
| abstract_inverted_index.typically | 9 |
| abstract_inverted_index.variables | 67, 106, 292 |
| abstract_inverted_index.associated | 61 |
| abstract_inverted_index.categories | 131 |
| abstract_inverted_index.conditions | 266 |
| abstract_inverted_index.framework. | 111 |
| abstract_inverted_index.hypothesis | 281 |
| abstract_inverted_index.latitudes. | 19 |
| abstract_inverted_index.parameter. | 127 |
| abstract_inverted_index.prediction | 48, 213, 244, 344 |
| abstract_inverted_index.predictors | 116 |
| abstract_inverted_index.projection | 346 |
| abstract_inverted_index.reanalyses | 139 |
| abstract_inverted_index.regression | 110 |
| abstract_inverted_index.Oscillation | 176, 180 |
| abstract_inverted_index.controlling | 307 |
| abstract_inverted_index.destructive | 230 |
| abstract_inverted_index.environment | 31 |
| abstract_inverted_index.hypothesize | 53 |
| abstract_inverted_index.information | 76 |
| abstract_inverted_index.instability | 331 |
| abstract_inverted_index.interannual | 163, 190 |
| abstract_inverted_index.large-scale | 65, 264, 290 |
| abstract_inverted_index.operations. | 241 |
| abstract_inverted_index.predictable | 75 |
| abstract_inverted_index.represented | 156 |
| abstract_inverted_index.skillfully. | 170 |
| abstract_inverted_index.statistical | 272, 285, 337 |
| abstract_inverted_index.subseasonal | 210, 250 |
| abstract_inverted_index.unification | 304 |
| abstract_inverted_index.variability | 56, 164, 191 |
| abstract_inverted_index.Significance | 217 |
| abstract_inverted_index.applications | 341 |
| abstract_inverted_index.challenging. | 256 |
| abstract_inverted_index.communities, | 236 |
| abstract_inverted_index.distribution | 98, 147 |
| abstract_inverted_index.geographical | 303 |
| abstract_inverted_index.hydrodynamic | 330 |
| abstract_inverted_index.mesocyclones | 7, 223 |
| abstract_inverted_index.relationship | 286 |
| abstract_inverted_index.baroclinicity | 126 |
| abstract_inverted_index.environmental | 38, 125, 265 |
| abstract_inverted_index.high-latitude | 225 |
| abstract_inverted_index.understanding | 35 |
| abstract_inverted_index.“extreme” | 70 |
| abstract_inverted_index.climatological | 96 |
| abstract_inverted_index.stratification | 324 |
| abstract_inverted_index.Niño–Southern | 179 |
| abstract_inverted_index.lower-tropospheric | 323, 334 |
| cited_by_percentile_year.max | 97 |
| cited_by_percentile_year.min | 91 |
| countries_distinct_count | 1 |
| institutions_distinct_count | 3 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/14 |
| sustainable_development_goals[0].score | 0.49000000953674316 |
| sustainable_development_goals[0].display_name | Life below water |
| citation_normalized_percentile.value | 0.70376493 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |