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SCIENCE · INVESTIGATE AND EXPLAIN

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 experiment

Predict

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.

0293.53531.880assumed final temperature (K)inferred specific heat (J/(kg K))

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.

Calculated evidence ledger — synthetic teaching model
QuantityValueUnit
True modeled final temperature293.33K
Reported final temperature293.33K
Inferred specific heat ignoring loss500J/(kg K)
Reported lower bound, stated errors only481.3J/(kg K)
Reported upper bound, stated errors only518.95J/(kg K)
Supplied actual sample specific heat500J/(kg K)
Accessible plot coordinates
Primary plotted points
assumed final temperature (K)inferred specific heat (J/(kg K))
293.13468.35
293.23484.15
293.33500
293.43515.91
293.53531.88

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

Establish the model and evidence

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.

If the combined calorimeter were isolated, energy conservation would give mc(350−Tf)=(800+Ccup)(Tf−290). Solve for c rather than inserting an unexplained formula. The denominator uses the sample’s cooling interval, while the numerator uses the receiver’s warming interval. They are not equal temperature changes.

The displayed interval combines an assigned ±0.10 K reading bound and ±5 J/K cup-capacity bound using conservative endpoints. Both effects move the inferred ratio in known directions over this range. These bounds do not include an unknown sensor zero offset or unmodeled heat leakage. Therefore a narrow interval can miss the supplied true value without violating its own stated arithmetic.

Compare competing explanations instead of declaring that a disagreement proves the material changed. Heat loss lowers the measured final temperature; a positive sensor offset can partly hide that effect. A single final reading may not distinguish those causes. An independent thermometer check or a controlled comparison of insulation and waiting time would supply different evidence. No heating apparatus is required here.

Worked evidence

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.

Predict and investigate

Predict how heat loss and a positive final-temperature offset move the inferred specific heat, separately.

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.

Transfer to changed conditions

A 0.20 kg sample cools by 20 K while the receiver gains 1600 J. Assuming an isolated boundary, infer c; how would an uncounted 400 J loss change the true required c?

Compare the worked transfer

Ignoring loss gives 400 J/(kg K). Including a 400 J transfer out requires sample loss 2000 J, hence c=500 J/(kg K).

Explain the boundary

State exactly which uncertainty sources are included. Explain why agreement with a reference value can occur through cancellation of errors.

Sources and authorship

Physical relationship reference. Current AP Physics 2 framework, checked 30 October 2026. The numerical cases, text and computed representations are original. All browser evidence is synthetic or calculated, not a record of completed practical work. No hazardous apparatus is required.

Apply

An interval accounts for reading noise but not a common thermometer offset. It guarantees that:

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.

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