Including additional regional climate models during training could help to reduce model dependency

The gap

Evidence profile

Sourced from the future-work section and stated challenges and stated research gap of the source papers, classified as general, spanning 3 journals.

Supporting evidence — 6 representative gaps

• Estimating the thermodynamic contribution of post-industrial warming to recent Greenland ice sheet surface mass loss (2026) · The Cryosphere · doi

  Further study is needed to quantify the impact of thermodynamic changes on ice sheet dynamics. Research is needed to understand the relationship between global climate change and the shift in summer atmospheric circulation. Additional analysis is required to determine the implications of the study's findings for sea level rise projections.

  generalfuture-work sectionevidence 5/5
  Keywords: further study needed quantify impact thermodynamic changes ice
• Physics-constrained generative machine learning-based high-resolution downscaling of Greenland's surface mass balance and surface temperature (2026) · The Cryosphere · doi

  Including additional regional climate models during training could help to reduce model dependency. Applying the model to other ice sheets and glaciers could provide valuable insights into their future contributions to sea-level rise.

  generalfuture-work sectionevidence 5/5
  Keywords: including additional regional climate models during training help
• Understanding Ice Sheet Instability: A Review of Thermodynamic and Mechanical Drivers Behind Mass Loss (2026) · doi

  The instability of ice sheets is due to the complex coupling of thermodynamic forcing and mechanical response. The link between Marine Ice Sheet Instability hypothesis and atmospheric forcing is challenging to discuss. The authors face the challenge of identifying gaps in current ice sheet models.

  generalstated challengesevidence 5/5
  Keywords: instability ice sheets due complex coupling thermodynamic forcing
• The dynamic response of Pine Island Glacier to two decades of intermittent ice shelf regrounding (2026) · Nature Communications · doi

  The effects of regrounding on ice dynamics are not well understood. There is a need to assess the direct and indirect effects of regrounding on ice dynamics. The study aims to fill this gap using offset tracking and ice sheet modeling.

  generalstated research gapevidence 5/5
  Keywords: effects regrounding ice dynamics well understood there need
• Estimating the thermodynamic contribution of post-industrial warming to recent Greenland ice sheet surface mass loss (2026) · The Cryosphere · doi

  The contribution of the change in background conditions relative to changes in regional circulation patterns has yet to be quantified. The impact of thermodynamic changes on recent ice sheet meltwater runoff is not well understood. The role of amplified Arctic warming in recent ice sheet surface mass loss is not well quantified.

  generalstated research gapevidence 4/5
  Keywords: contribution change background conditions relative changes regional circulation
• Glacier surges on James Ross Island, Antarctica, and their relationship with climate (2026) · ˜The œcryosphere · doi

  The relationship between glacier surges and climate change is not well understood. There is a lack of studies on glacier surges on the Antarctic Peninsula. The surging climatic envelope is a useful tool for predicting surge-type glaciers, but its application to the Antarctic Peninsula is limited.

  generalstated research gapevidence 3/5
  Keywords: relationship between glacier surges climate change well understood

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