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SCIENCE · INVESTIGATE AND EXPLAIN

Infer mass through an explicit calibration model

A reading is not the measurand: derive an inverse calibration and test what the standards can establish.

Learning outcome: Compare equal offsets at slopes .95 and 1.05; then equal slopes at offsets−.1 and+.1. Retain paired standard tables and infer the unknown with units. Propose one withheld reference test.

Starting recap

Use algebra and dimensional consistency; distinguish a measured reading, a model estimate and the evidence needed to accept the model.

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Try

At slope 1.05 and offset 0.10 g, an indicated 16.6 g corresponds to(16.6−.10)/1.05=15.7143 g.

Open the experiment

Predict

Does zeroing a balance remove a scale error? Predict the inferred unknown mass before changing slope.

Experiment

Compare equal offsets at slopes .95 and 1.05; then equal slopes at offsets−.1 and+.1. Retain paired standard tables and infer the unknown with units. Propose one withheld reference test.

Separate scale and zero calibration

Worked teaching model · synthetic values · Synthetic exact affine readings y=sx+z at reference masses 0, 10, 20 g. Unknown indicated mass is 16.6 g. No random errors, drift or nonlinearity; inverse inference is inside the calibration range.

Reset keeps your prediction, captures and practice history.

Indicated mass (g)Reference mass (g)02021.10

Axes rescale with controls. Compare numerical coordinates, not apparent screen slopes. Replicate points are discrete observations; no between-reading interpolation is implied.

Synthetic reference or repeatability packet
Reference mass (g)Indicated mass (g)
00.1
1010.6
2021.1
Conditional calculations; not physical measurements
QuantityValueUnit
Inverse estimate of unknown true mass15.71429g
Uncorrected indicated mass16.6g
Additive zero offset0.1g indicated
Scale factor1.05indicated/reference

Subtract the intercept before dividing by slope.

A zero-only adjustment cannot correct a scale error. These exact straight-line standards cannot validate unmodeled drift or curvature.

Predict before changing controls, retain contrasting captures, and explain a changed case. Displayed digits are computational precision, not an uncertainty claim. Flags check stipulated numerical compatibility, not identity, reasoning quality or practical proficiency.

Subtract the intercept before dividing by slope.

A zero-only adjustment cannot correct a scale error. These exact straight-line standards cannot validate unmodeled drift or curvature.

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

Understand

Define the quantity before reading the display

The measurand is the quantity we intend to estimate—in this case the mass of a sample under a stated comparison. The instrument displays an indicated mass. A calibration relationship connects reference inputs to readings, and its inverse connects a reading to an estimate. Calling all three numbers “the mass” hides which quantity has been observed and which inferred.

Derive a model rather than apply a correction by habit

Use the original affine model y = s x + z. Here x is reference mass, y indicated mass, s a dimensionless scale factor, and z an additive zero offset in grams. Three exact synthetic standards at x = 0, 10 and 20 g give a straight line. The zero standard identifies z; a difference of two nonzero readings divided by the reference-mass difference identifies s. Solve algebraically: x = (y − z)/s. Subtraction must precede division.

Work an inverse example

At s = 1.05 and z = 0.10 g, the standard readings are 0.10, 10.60 and 21.10 g. The unknown display reading is 16.60 g. Subtracting the zero gives 16.50 g indicated, then dividing by 1.05 gives 15.7143 g inferred. Merely subtracting 0.10 would leave a 5% scale effect. The extra displayed digits are calculation digits, not a claim of physical measurement precision.

Make a controlled comparison

Hold z at 0.10 while changing s from 0.95 to 1.05. Predict whether the same indicated unknown corresponds to more or less true mass. Then hold s fixed and alter z. Explain each direction from the inverse formula, not from a memorized “always add correction” rule. Capture the reference table for each case and verify that the inferred unknown remains between the 0 and 20 g reference inputs.

Challenge the model

A straight line drawn through exact synthetic standards does not establish linearity of a real instrument. A withheld reference near the unknown can test an interpolation prediction. Repeating standards at later times can reveal drift. Neither check alone proves absence of all biases. If the unknown lies outside the calibrated range, extrapolation adds a different assumption; this bounded activity keeps it inside the range.

Transfer with a reversed question

A different packet has s = 0.98 and z = −0.20 g. Predict the display for a true 12.0 g sample, then invert your result. The forward prediction is 11.56 g; applying (11.56 + 0.20)/0.98 returns 12.0 g. State why a successful algebraic round trip checks consistency of the formula, not the truth of an instrument model.

Source and evidence boundary

These explanations, calculations and diagrams are original. Conceptual references checked 30 October 2026: OpenStax measurement uncertainty, OpenStax dimensional calculations. The linked textbook is a reference, not copied lesson text or imagery. All displayed datasets are synthetic teaching packets. Saved numerical agreement or prose is not a performed practical, independent reasoning review or laboratory certification. No handling, heating or chemical preparation procedure is requested.

Apply

With y=1.10x+0.20 in grams, indicated y=16.6 g gives which inferred x?

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

Distinguish indicated mass, reference mass, fitted model and extrapolation. Explain what an exact line cannot reveal about real drift or curvature.

Continue

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

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