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SCIENCE · INVESTIGATE AND EXPLAIN

Distinguish recycling from ecological recovery

Compare exported matter, redistribution and claims about recovery.

Learning outcome: Track a disturbance across a system boundary and specify which recovery outcomes the model cannot establish.

Starting recap

Internal transfers conserve a closed local total. Export moves matter outside the chosen boundary. Recovery must name an outcome and a reference condition.

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Try

Half of a 30 g N plant pool is exported. The plant pool later increases. Does this mean the ecosystem has regained all its original nitrogen?

Open the experiment

Predict

Predict local and exported nitrogen immediately after 50% export and after five updates. Explain whether plant recovery and whole-system recovery are the same claim.

Experiment

Capture 0% and 50% export after the same number of updates. Inspect the transfer table and the combined ledger. Test 100% export and explain why this model cannot regenerate plants from an absent pool.

Distinguish internal recycling from exported matter

Worked teaching model · synthetic values · Start from soil 40 g N, plants 30 g N and detritus 30 g N. Export the selected fraction of plant nitrogen before update 1. Then use uptake 20%, litter transfer 10% and mineralization 10% per step. Exported nitrogen remains outside the local system. Uptake is zero if no plant nitrogen remains; no seed bank, immigration or fixation is supplied.

Reset keeps your prediction, captures and practice history.

State and transfer ledger

Uptake moves nitrogen from soil to plants; litter moves it from plants to detritus; mineralization returns it to the soil mineral pool. The local boundary includes these three pools. Export crosses that boundary and remains in a separate account.

Soil mineral pool22.6Plants34.1Detritus28.3050100 g NOutside local boundary: 15.0 g N exported

Step 0 shows the pools after any initial export. Transfer columns at later rows describe the update that produced that row; zeros at step 0 mean no update has occurred.

Update ledger (g N), displayed to three decimals
StepSoilPlantsDetritusExportedUptakeLitterMineralized
040.00015.00030.00015.0000.0000.0000.000
135.00021.50028.50015.0008.0001.5003.000
230.85026.35027.80015.0007.0002.1502.850
327.46029.88527.65515.0006.1702.6352.780
424.73332.38927.87815.0005.4922.9892.765
522.57534.09628.32915.0004.9473.2392.788

Displayed rounding can cause tiny differences in a hand sum. Calculations use unrounded values. No microbial processes, organisms or sites were measured to produce this ledger.

02550751001234Row number · values in g N
Calculated values on the same fixed scale
RowQuantityValue (g N)
1Soil mineral nitrogen22.5746
2Plant nitrogen34.0964
3Detritus nitrogen28.329
4Exported nitrogen outside local system15

After 5 updates: local nitrogen 85.000 g N; exported 15.000 g N; combined ledger 100 g N.

All transfers use the preceding pools. Recycling changes location and chemical form; it does not create nitrogen or replace exported matter. Plant nitrogen is not plant count, height, biodiversity or proof of ecological recovery.

Captures preserve recipes and replay their calculated results. They are synthetic model evidence, not physical measurements.

Understand

Put the boundary around the claim

The starting local pools contain 100 g N. Removing half the plant nitrogen exports 15 g N and leaves 15 in plants. Soil and detritus still contain 40 and 30. Local nitrogen is now 85 g; adding the exported account restores the full 100 g ledger.

Export is different from transferring damaged plant material into local detritus. The first crosses the boundary; the second retains nitrogen inside it. Neither is equivalent to destroying atoms.

Follow recovery without creating matter

With 50% export and one update, uptake is 0.2 × 40 = 8 g N, litter transfer is 0.1 × 15 = 1.5 g N, and mineralization is 0.1 × 30 = 3 g N. New pools are soil 35, plants 21.5 and detritus 28.5 g N. They still total 85 g N locally, plus 15 exported.

Plant nitrogen has increased from its immediate post-export value. That does not mean the original local nitrogen total has returned. Redistribution can increase one pool while the overall deficit remains.

Predict an endpoint: compare 0% and 50% export at the same update count. Can ten steps of internal recycling replace the exported 15 g N? Identify a process outside this model that could add nitrogen to the local boundary.

Check the boundary argument

No internal transfer can change the local total. An external input such as deposition, fixation from atmospheric nitrogen or imported organic material would require an added term in the budget. If the chosen boundary included the exported material, the bookkeeping total would change its interpretation, not the physical event.

At 100% export, this model sets uptake to zero because no plant pool remains. It does not include seeds, surviving untracked roots or immigration. Failure to regenerate in that case follows from the model’s assumptions, not a prediction that real disturbed habitats cannot recover. For partial export, uptake capacity remains fixed despite the smaller plant pool, another deliberate simplification.

Define ecological recovery before measuring it

Disturbance can alter species composition, structure and ecosystem processes. Succession describes community change over time; it does not guarantee an exact return to the previous community. Primary succession begins on newly exposed substrate; secondary succession retains legacies such as soil or organisms from an earlier community. Background: community dynamics.

Choose an outcome before assessing recovery: nutrient retention, plant cover, species composition and productivity answer different questions. The nitrogen model measures only its defined pools. It contains no species or recruitment mechanism and therefore cannot test community succession.

For a follow-up observational study, compare repeated measurements at affected and suitable reference sites, document pre-disturbance evidence if available, and record site differences and concurrent environmental change. A green-looking site alone does not establish restored nutrient storage or biodiversity. Propose at least two measurements that would distinguish redistribution from replacement of exported matter.

Apply

A local ecosystem starts with 100 g N and exports 12 g N. With no external input or further export, how much local nitrogen can internal recycling leave after ten updates?

Public practice checks a specific claim. It does not establish independent mastery.

Contrast exporting tissue with leaving it as detritus. Propose independent observations of nutrient retention and community recovery, including a suitable comparison and an alternative explanation.

Continue

Completion requires a saved prediction, at least one capture and a reflection. Presence checks do not grade your reasoning.

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