Learn

Learning preferences

Make learning more comfortable. Changes apply immediately.

Enlarges page content, including diagrams and their labels. You can also use your browser’s zoom.

Choose the colours that are easiest for you to distinguish. Applies to lesson diagrams and lab plots. Labels, shapes, hatching and line patterns also distinguish meanings. Source photographs and raw image brightness stay unchanged; mask-only views are available for image overlays.

ExampleComparisonSample link

Saved in this browser on this device. Preferences are separate from progress backups.

SCIENCE · INVESTIGATE AND EXPLAIN

Correct an offset without hiding uncertainty

Use a reference to distinguish accuracy from repeatability.

Learning outcome: Calculate a correction and explain what it does not repair.

Starting recap

Bias is a systematic tendency away from the reference; repeatability concerns spread.

All lessons are open directly. Your saved experiments remain when you leave and return.

Try

Three nearly identical readings can all be about 1 cm above a known reference.

Open the experiment

Predict

Which will change the corrected mean more: offset or resolution?

Experiment

Compare positive and negative offsets at the same resolution. Capture both and check the corrected mean.

Calibrate a length reading

Worked teaching model · synthetic values · Three programmed deviations of −0.2, 0 and +0.2 cm illustrate repeat readings. They are not random samples. The reference length is exactly 10 cm in this model.

Reset keeps your prediction, captures and practice history.

03.5710.514123456Row number · values in cm
Calculated values on the same fixed scale
RowQuantityValue (cm)
1Reading 111
2Reading 211
3Reading 311
4Known reference10
5Mean reading11
6Offset-corrected mean10

Mean error: 1.000 cm. Offset correction leaves 0.000 cm error.

Correct each reading by subtracting the offset. Quantization can remain after correction; identical rounded readings do not imply perfect accuracy.

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

Understand

Calibration uses a reference

An additive offset is an error that shifts every reading by the same amount. If a device reads 11 cm for an exact 10 cm reference, its estimated offset is +1 cm. Subtracting 1 cm corrects a later reading under this additive model.

In the lab, the offset is known because it is a simulation setting. In a real investigation, estimate it from a trusted reference and include the uncertainty of that reference. A reference is not automatically exact.

The mean of readings 10.5, 11.0 and 11.5 cm is 11.0 cm. Subtracting a 1 cm offset gives 10.0 cm. The readings still vary. Correction does not erase variation or establish that the same correction works everywhere.

Test the correction’s scope

An instrument could have a scale error: it might report 1.1 times every true length. Correcting at 10 cm would not establish accuracy at 50 cm. Use another reference to distinguish a constant offset from a proportional error.

Change the offset sign while holding resolution fixed. A negative offset requires adding its magnitude, which is the same as subtracting a negative number. Quantization can leave a small error after correction.

Save both comparisons. A defensible report includes the raw readings, reference, correction rule and remaining limitations, rather than replacing the raw observations with corrected numbers.

Combine the ideas in an investigation

The cumulative calibration investigation supplies original synthetic reference readings, an unknown length and a changed-range check. Choose a discriminating reference, derive an offset and gain, graph all observations and compare bounded residuals. Retain your first report, revision and an actual reviewer’s evidence judgment separately. This additional investigation preserves existing project work and does not retroactively change course completion requirements.

Apply

An instrument reads 12.4 cm for a known 12.0 cm reference. For an additive offset, correct a 9.4 cm reading to:

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

Describe how you would check whether the same correction works at a second reference length.

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.

Save a science backup or import one

Science work is stored locally in this browser, separately from mathematics and AI. It does not sync automatically. Use this science-only backup; this checkout's older all-subject export does not include science.

A legacy file is available only when the complete snapshot fits the 36 MB limit. For larger snapshots, prepare a complete file set below; never discard notebooks to make a smaller file.

Matching imported notebook drafts replace their current drafts. Omitted lessons and known first attempts remain. Export your current work first if you want to retain both drafts.

Complete file sets and course backups

A file set can hold more work than one science file. Keep its manifest and every part together. Each file is limited to 36 MB. This format needs this version of LearnAI or a compatible newer version; older versions can use only the legacy single-file backup above.

The set includes every saved science course and global continuation at this moment. Later edits need a new export. A conflicting tab exports its own visible work, which may differ from saved work in another tab.

0 file(s) selected. File order and filenames do not determine identity. Missing, changed or conflicting parts block the entire restore; no good part is applied by itself.

Science storage: loading. No account or remote computation is required.