Open research program / computational ecology / updated June 2026
The sea turtle “lost years”
After hatching, a sea turtle vanishes into the open ocean for years, then returns as an adult to nest near its own birthplace. Where the lost years go, whether an individual can ever be traced home, and how a warming ocean is reshaping the journey have been hard to study because the central events are never observed. So we reconstruct them, from public ocean data, real turtle tracks, and the physics of currents and temperature. This is the sister program to our European-eel work, and the same idea runs through it: reconstruct what the data cannot show, and be honest about the limits. The durable finding is an asymmetry. We can predict where the lost years go. We can prove you can never run that backward to a birthplace.
For fun: 10 clickbait headlines, all true → Sister program: the European eel →
The hard result
You can never trace a lost-years turtle back to its beach
Measured three independent ways (a perfect-model twin experiment, the dispersion of 6,670 real drifter pairs, and the dispersal of tracked turtles), the ocean erases rookery-scale origin information within about two weeks. Natal-origin inversion is not merely hard. The information is physically gone. That is why the field uses genetics, not drift back-tracking.
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The general law
The invertibility frontier
Whether any drift-dispersed animal can be traced to its origin reduces to one inequality: age-at-observation < S² / 2K. It places days-old eel larvae (invertible) and months-old lost-years turtles (erased) on a single phase diagram, and predicts the frontier for untested species. The forward problem is solvable. The inverse is not, and we can say exactly when.
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Validation
The forward model reproduces real turtles and the Sargassum nursery
A passive drift model from the nesting beaches reproduces the Florida to Sargasso to mid-Atlantic loop, and matches real satellite-tracked turtles at AUC 0.91 (compared like-for-like). It independently tracks the satellite-observed Sargasso Sargassum, the literal floating nursery the lost years ride in.
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The climate finding (bounded)
The climate question we could not resolve
Across 24 cohorts of real currents the delivery corridor shows no detectable drift while the thermal envelope migrates poleward. But we could not make "warming in place" stand up: the corridor drift flips sign between current products, and the post-2016 poleward turn one model shows is not reproduced in the observation-based current. With a five-year drift lag the recent cohorts have not finished drifting, so the question is unresolvable until about 2028. The published paper makes no climate claim; the asymmetry is the result.
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The boundary
Oceanic loggerheads vs neritic Kemp’s ridley
Real seafloor depth shows loggerheads spend the lost years over the open abyss (median 1,457 m), while Kemp’s ridley stay on the shelf (median 92 m). That single fact explains why Kemp’s ridley are the cold-stunning victims and why the Gulf of Mexico is the exception to the warming story. The framework is an open-ocean one, by construction.
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How we work
Overclaims we caught and fixed on our own data
A 6,500 km horizon that was injected noise. A climate trend that was an over-control artifact. A turtle dispersal 7x too high from instrument error. A decadal drift that was one endpoint. A "missing behavior" that was a comparison artifact (fixing it raised the model from 0.76 to 0.91). And a brand-new Gulf Stream result we first over-read, then corrected. The results that survived are defined by having survived this.
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The hard result
The information is physically gone in about two weeks
Can you take a lost-years turtle and back-track it to the beach it came from? We measured the answer three independent ways. A perfect-model twin experiment: origin uncertainty exceeds the spacing between nesting beaches within weeks and reaches gyre scale within a year. A model-free measurement from 6,670 real drifter pairs: trajectories that start within 15 km separate beyond rookery spacing in about 13 days. And real tracked turtles, which disperse even faster because they actively swim. That two-week horizon holds on the full 1989–2024 drifter record (171,823 pairs, an order of magnitude more data than the pilot), so the impossibility is not a small-sample artifact.
Turbulent ocean mixing is an information-destroying operation. Forward, it produces a predictable corridor. Inverted, it maps many origins onto overlapping endpoints almost immediately. That is precisely why provenance is assigned with genetics rather than drift, and now we have measured the horizon that forces the choice.
The general law
When can you reconstruct an origin at all?
The forward-works, inverse-fails asymmetry is not turtle-specific. It collapses to a single inequality: origin reconstruction is possible only while the age at observation stays below S² / 2K, where S is the spacing between candidate origins and K the dispersal diffusivity of the medium.
This places eel larvae (caught days old, far below the frontier, invertible, which is exactly why our eel inversion worked) and lost-years turtles (observed months old, far above it, erased) on one phase diagram, and predicts the frontier for untested species. It also has a useful corollary: the frontier is scale-dependent, so while the exact birthplace is unrecoverable within weeks, the coarse management-unit origin survives much longer, and combining a genetic signal with a drift signal can assign most turtles to a region.
Validation
The model reproduces real turtles and the floating nursery
Virtual hatchlings seeded at the real nesting beaches and drifted through actual ocean currents reproduce the textbook lost-years loop: Florida, into the Sargasso Sea, out toward the mid-Atlantic and the Azores, where oceanic juveniles are really found. Compared like-for-like against real satellite-tracked turtles, the model predicts where they are at AUC 0.91. (An honest caveat: a fully independent test against basin-wide occurrence density is only near chance, so the model reproduces tracked trajectories well and standing occurrence less so.)
As an independent check we used satellite-observed Sargassum, the floating seaweed the hatchlings literally ride. Within the Sargasso nursery the corridor positively tracks the real Sargassum. (A useful aside: the much-publicized post-2011 Great Atlantic Sargassum Belt is a separate tropical feature, not the turtle nursery.)
The climate question we could not answer
Whether warming moves the corridor is genuinely unresolved — and that’s the honest result
We drove the dispersal model across 24 cohorts of real 1993–2016 ocean currents. The physical transport corridor that carries the lost years shows no detectable poleward drift (centroid trend +0.07° per decade, not significant), while the thermal envelope migrates poleward under greenhouse forcing. It was tempting to call this “warming in place” — the conditions moving while the conduit stays put.
We could not make it stand up, and we say so plainly. The corridor’s drift flips sign depending on which ocean-current dataset you use: one model flat, an observation-based current drifting equatorward, a second model a noisy non-significant northward. When we extended the model past 2016 — where the Gulf Stream gate that feeds the corridor has begun migrating north — one model hinted the corridor follows it, but the observation-based current did not reproduce that turn.And there is a hard floor: a turtle drifts about five years before you can see where it landed, so the most recent cohorts have not finished drifting, in the model or in the ocean. The post-2016 window is only a handful of points in any dataset, and won’t be resolvable until those cohorts mature around 2028.
So the published paper makes no climate claim — whether warming moves the corridor is left as an explicitly open question. The result we stand behind is the asymmetry above: you can predict where the lost years go, and you can prove you can never trace an individual home. That one does not depend on the climate question at all.
More computing sharpened those bounds further, all against an over-confident reading. Extending the model past 2016, the corridor centroid does begin to shift poleward with the gate, but on only four cohorts, too few to confirm. On an independent observation-based current product the corridor trends the other way (equatorward), so its apparent stationarity is specific to one current dataset. Beneath the surface there is no thermal refuge: at diving depth the corridor warms as fast or faster than the surface, so the relief is a surface-cue story, not a three-dimensional one. And the corridor is quietly losing productivity, with satellite chlorophyll declining about 4 percent per decade, a non-thermal pressure independent of temperature. The honest read: the corridor is less of a fixed conduit than it first appeared, and the relief is narrower than it looked. The durable result remains the asymmetry, not the climate story.
We then pushed to the hardest version of the question: not whether the corridor moved in the record we can see, but whether it holds under the forcing still to come. We drove the corridor model with the forced current change taken directly from climate models, at both coarse (1 degree) and eddy-permitting (0.25 degree) resolution, where the Gulf Stream actually lives. The rest-of-century answer is genuinely uncertain, and we can say exactly why. The corridor tracks its current, so the verdict turns entirely on how far the forced Gulf Stream shifts, and that is the one thing the models will not agree on. Coarse models overstate the shift about two-fold, with a stiff and mis-placed Gulf Stream. Resolving it halves the projected shift and tips the eels and the lobster toward warming-in-place holding, while the turtle, whose corridor is the most sensitive, still leans the other way. Even the highest-resolution models that exist disagree by a factor of several, and the truly eddy-resolving forced ocean currents that would settle it have never been produced. So the future of this pattern rests on a property of the forced circulation that current data cannot measure, and we say that plainly rather than pick a side.
The boundary
An open-ocean framework, and where it stops
Putting real seafloor depth under every tracked turtle, the species split is stark: loggerheads spend the lost years over the deep open ocean (median 1,457 m), while Kemp’s ridley stay over the continental shelf (median 92 m). The modeled corridor sits over a median depth of nearly 5,000 m.
That one fact ties together two puzzles. Kemp’s ridley are the turtles that get cold-stunned in New England bays, because they are a shelf species, trapped when coastal water cools rapidly. And the Gulf of Mexico is the exception to the warming story, because its signature lost-years turtle is not an open-ocean drifter at all. Warming’s effect on cold mortality even flips sign between fixed structures (relief) and expanding range edges (a trap). The framework describes oceanic dispersers, and naming that boundary makes it more correct, not less.
Work in progress
Manuscripts & releases
The lost years are computationally unrecoverable: a measured predictability horizon for sea-turtle natal-origin inversion
Marine ecology / climate, the lead paper
Computational reconstruction of the unobservable in reproductive ecology
Methods / synthesis, eel + turtle, the framework is the point
Joint genetics + drift provenance and the scale-dependent invertibility frontier
Methods, extends mixed-stock analysis with transport
Why warming’s effect on cold mortality flips sign: fixed vs expanding structures
Perspective, the cold-stunning dichotomy
How we work / the discipline
We break our own results until only the durable ones remain
Every headline number is attacked before it is trusted. Several were caught and corrected on data: a dramatic predictability horizon that turned out to be injected noise; a climate trend that was a statistical over-control; a turtle dispersal coefficient inflated 7x by satellite-tag position error; a decadal drift carried by one endpoint; and a “missing behavior” that was an unfair comparison (correcting it raised the model’s skill from 0.76 to 0.91). Most recently, a brand-new satellite measurement of the Gulf Stream gate was first written up as contradicting our corridor result. A second adversarial pass caught that this compared mismatched time windows and corrected it. The claim to trust is not that we were right the first time, but that the surviving results survived this.
Under research / to consider
Open questions we’re still chasing
- •Whether the corridor follows the migrating Gulf Stream gate. One model hints it does after 2016, but the observation-based current does not reproduce it, and a five-year drift lag means the question cannot be settled until the post-2016 cohorts mature around 2028. The highest-value new question this work opened.
- •Long-duration satellite tracks to validate the multi-year corridor (we can only validate the early phase now).
- •Calibrating the genetics + drift provenance estimator with the real rookery haplotype baseline.
- •Why the corridor centroid trend flips direction between current products, and which product is right (the stationarity is not yet product-robust).
- •A measured thermal optimum (versus the realized niche) to firm up the relief-versus-threat reading.
- •A Lévy or scale-dependent dispersal model to replace constant diffusivity in the predictability horizon.
- •The structure-dependent cold-mortality dichotomy (relief versus trap) tested across more species and basins.
- •Whether the Sargasso nursery Sargassum is slowly eroding, the real climate risk, more than any timing shift.
Open & reproducible
How we work
Every figure and claim traces to a finding note and a script. The ocean data are public and reproducible. And we report only what the evidence supports, stating explicitly what is not claimed, nulls and retractions included. We welcome data, critique, and collaboration, especially from groups holding long-duration turtle tracks or rookery genetic baselines.
Steps Ventures, an independent open-science effort.