Distinguish uncertainty from omitted thermal pathways
Inferring a material property requires a model of where energy went. The synthetic hot sample cools into water and a cup. Its true specific heat is supplied so that you can test the inference, but the inference equation deliberately ignores an adjustable heat loss. A second control introduces a final-temperature sensor offset.
Learning outcome: Capture zero loss/zero offset, then 200 J loss/zero offset, then the same loss with +0.20 K offset. Compare the inferred values and reported bounds. Identify an independent check that separates compensating errors.
Starting recap
Use absolute temperature, signed energy changes, algebraic ratios and graph areas. State the system boundary and distinguish heat transfer from temperature.
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Try
With no loss or sensor offset, Tf=(50×350+850×290)/900=293.333 K. The inferred c is 850×3.333/[0.100×56.667]≈500 J/(kg K). Omitting the cup would give a different inference despite the same measured temperature.
Open the experimentPredict
Predict how heat loss and a positive final-temperature offset move the inferred specific heat, separately.
Experiment
Capture zero loss/zero offset, then 200 J loss/zero offset, then the same loss with +0.20 K offset. Compare the inferred values and reported bounds. Identify an independent check that separates compensating errors.
Infer heat capacity under competing measurement errors
Worked teaching model · synthetic values · Synthetic 0.100 kg sample, true c=500 J/(kg K), begins at 350 K. Water has heat capacity 800 J/K and cup 50 J/K, both initially 290 K. The inference ignores imposed heat loss. Reported reading bound ±0.10 K and assumed cup bound ±5 J/K do not include an unknown systematic offset.
Reset keeps your prediction, captures and practice history.
Axes rescale with settings; compare numerical values, not screen angles or apparent lengths. Solid/points show the selected model relationship or observations; the dashed comparison is explained below.
| Quantity | Value | Unit |
|---|---|---|
| True modeled final temperature | 293.33 | K |
| Reported final temperature | 293.33 | K |
| Inferred specific heat ignoring loss | 500 | J/(kg K) |
| Reported lower bound, stated errors only | 481.3 | J/(kg K) |
| Reported upper bound, stated errors only | 518.95 | J/(kg K) |
| Supplied actual sample specific heat | 500 | J/(kg K) |
Accessible plot coordinates
| assumed final temperature (K) | inferred specific heat (J/(kg K)) |
|---|---|
| 293.13 | 468.35 |
| 293.23 | 484.15 |
| 293.33 | 500 |
| 293.43 | 515.91 |
| 293.53 | 531.88 |
The supplied true value lies inside the stated inference interval.
Solve m c (350−Tf)=(800+Ccup)(Tf−290). The actual synthetic experiment also loses the selected energy; the inference omits it. A narrow interval only reflects included uncertainty sources, not guaranteed accuracy. Do not heat real samples for this virtual task.
The supplied true value lies inside the stated inference interval.
Solve m c (350−Tf)=(800+Ccup)(Tf−290). The actual synthetic experiment also loses the selected energy; the inference omits it. A narrow interval only reflects included uncertainty sources, not guaranteed accuracy. Do not heat real samples for this virtual task.
Captures preserve recipes and replay their calculated results. They are synthetic model evidence, not physical measurements.
Understand
Apply
Public practice checks a specific claim. It does not establish independent mastery.
State exactly which uncertainty sources are included. Explain why agreement with a reference value can occur through cancellation of errors.
Continue
Completion requires a saved prediction, at least one capture and a reflection. Presence checks do not grade your reasoning.
Skipping retains experiments and awards no mastery.
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