Geomorphic Preservation and Formational History near Cape Canaveral, Florida, USA: Implications for Coastal Resiliency and Paleo-Sea Level Characterization
Bibliographic record
Abstract
The Cape Canaveral (Florida, USA) coastline is an area of critical strategic importance due to the role it plays in access to space, its ecological sensitivity, as well as a center of technological innovation. This area is situated on a passive continental margin where the coastal morphology is primarily influenced by oceanographic processes, including sea level changes and wave dynamics, as well as meteorological processes such as tropical storms and aeolian (wind-driven) sediment transport. Through time, these dominant processes have preserved a set of well-defined beach ridge systems referred to as capes. This study aims to interrogate the preserved and evolved geomorphic elements at Cape Canaveral and its surrounding area, termed the Cape Kennedy Complex, including the Pamlico shoreline in the west through to the present-day Atlantic shoreline in the east, with a well-documented paleo-sea level history spanning the last 150,000 years with the aim to better understand the temporal and spatial evolution of this area.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".