MétaCan
Menu
Back to cohort
Record W6963718059 · doi:10.18739/a2vc60

Ice-Tethered Profiler contribution to the Arctic Observing Network

2018· dataset· en· W6963718059 on OpenAlexaboutno aff

Bibliographic record

VenueUC Santa Barbara · 2018
Typedataset
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsArcticSea iceArgoArctic ice packThe arcticPolar nightOcean observations

Abstract

fetched live from OpenAlex

Recent studies indicate that the Arctic may be both a sensitive indicator and an active agent of climate variability and change. While progress has been made in building understanding the Arctic's coupled atmosphere-ice-ocean system, full comprehension of its evolution has been hindered by a lack of data, particularly of the ocean below sea ice. This observational gap represents a critical shortcoming of the 'global' ocean observing system. Addressing this gap, a new instrument, the 'Ice-Tethered Profiler' (ITP) was conceived to repeatedly sample the properties of the ice-covered Arctic Ocean at high vertical and temporal resolution over time periods of up to three years. Analogous to the international Argo float program that is employing autonomous profiling floats to return real-time seawater property data from the temperate and tropical oceans, under funding provided from the U.S. National Science Foundation's Arctic Observing Network (AON) program, we worked together with fellow North American, European and Asian investigators to maintain an array of ITPs and other similar instruments throughout the ice-covered Arctic. We hope that the analysis of data from these instruments will lead to better appreciation of the Arctic Ocean's response to, and role in, global climate change. The ITP system consists of a small surface capsule that sits atop an ice floe and supports a plastic-jacketed wire rope tether that extends through the ice and down into the ocean, terminated with a weight (designed to keep the wire vertical). A cylindrical underwater instrument (in shape and size much like an Argo float) mounts on this tether and cycles vertically along it, carrying oceanographic sensors through the water column. The nominal sampling schedule for the ITPs sees two one-way vertical profiles collected daily between approximately 7 and 750 m depth. (The profiling schedule of the ITP is very flexible and may be varied based on time of year or upon command from shore during a deployment.) Water property data are telemetered from the ITP to shore via satellite, automatically subjected to preliminary processing, and made available in near-real-time from our project web site: www.whoi.edu/itp and over the Global Telecommunication System (GTS). At a later point in time once the data are edited, calibrated and processed, the final version of the data are made available, again from our web site and also from national archives. The goal of the present grant was to build and deploy 6 ITP systems per year in the Arctic (a total of 24 systems - locations dictated by available deployment platforms), recover and make available in near-real-time the telemetered data, to edit, calibrate and grid the observations, and to submit these final data to national centers for archival and general distribution. Data found here are the results of collaborative projects funded by multiple NSF awards and other sources. The project funded by NSF award 0631951 works in conjunction with multiple national and international International Polar Year (IPY) projects to include: the Russian Central Arctic Ocean Complex Study (CAOCS), the Canadian Ocean Monitoring Experiment (COME) and the Canadian Arctic Margin Experiment (CAME) projects; the European Union Developing Arctic Modeling and Observing Capabilities of Long-term Environmental Studies (DAMOCLES) project; uses the facilities at the North Pole Environmental Observatory (NPEO), and is a part of the International Arctic Buoy Program (IABP). The research expands ongoing efforts to develop, test and field a set of Woods Hole Oceanographic Institution (WHOI) Ice-Tethered Profilers (ITPs): autonomous instruments that return high-vertical-resolution measurements of upper ~800 m ocean temperature, salinity, and dissolved oxygen beneath sea ice during all seasons at better than daily temporal resolution over a projected three year lifetime. The WHOI ITP repeatedly samples the upper ocean water properties beneath the permanently ice-covered Arctic for up to a 3-year period (expected lifetime of an average multi-year ice floe) and telemeter those data to shore in near-real time. Data returned from these instruments supports studies of ocean processes, facilitates numerical model initialization and validation, and stimulates general interest in Arctic science issues. Research and understanding that builds on these observations will lead to better appreciation of the Arctic's role in the earth's climate system. NSF award 0519899 continues development and deployment in the Arctic Ocean of new ITP buoys that are an automated profiling conductivity, temperature, and depth (CTD) instrument capable of returning daily high-vertical-resolution measurements of the upper 800 m ocean underneath sea-ice during all seasons over an approximately 3-year life time. The project is collaborative on an international scale and the plan is to eventually extend the scope of this work to involve up to 17 ITPs. Ideally, they would be deployed in conjunction with a suite of other automated instruments. This new source of high-vertical-resolution CTD data from all seasons and from multiple years will increase knowledge of the state and variability of the Arctic Ocean by an unprecedented amount. The publicly available data from the proposed ITPs will provide the basis for both process studies and model validation/assimilation research, work that will ultimately lead to better understanding of the Arctic Ocean's role in global climate change. In addition, the project will, in consultation with the polar research community, use this information to develop a plan for establishing and maintaining ITPs within a full array of Ice-Based Observatories (IBO)s contributing to a sustained Arctic Ocean observing system, as was discussed and recommended by participants of the international workshop Arctic Observing Based on Ice-Tethered Platforms.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.064
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0030.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.068

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.024
GPT teacher head0.283
Teacher spread0.258 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreDataset

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueUC Santa BarbaraFrench-language works237,207