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

Test a dimming interpretation against calibration alternatives

A standardizable candle can link observed flux to luminosity distance once its source properties and calibration are controlled. Type Ia supernovae are useful examples, but their light curves and spectra require standardization and population checks; they are not all identical uncorrected bulbs.

Learning outcome: Compare the two distance integrals before adding luminosity drift. Retain the model-only and combined residuals and propose an independent test of source evolution.

Starting recap

Keep galaxy mass, source calibration, expansion history and independent cosmological evidence distinct.

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

Try

At any supported redshift, the Λ-containing example predicts a larger luminosity distance than the matter-only example at the same H 0. Adding 0.2 mag of source dimming multiplies the predicted flux ratio by 10^−0.08≈0.831764, independently of the distance-only difference.

Open the experiment

Predict

Can a source-calibration change mimic part of a distance-modulus residual?

Experiment

Compare the two distance integrals before adding luminosity drift. Retain the model-only and combined residuals and propose an independent test of source evolution.

Separate cosmological dimming and luminosity evolution

Worked teaching model · synthetic values · Original comparison at same H 0=70: flat matter-only Omega_m 1 versus flat Omega_m 0.3/Lambda 0.7. Difference in predicted distance modulus plus supplied luminosity drift; no observed supernova data or cosmological-parameter fit.

Reset keeps your prediction, captures and practice history.

A faint standardized-candle comparison needs calibration and evolution tests as well as an expansion model.

Original comparison at same H 0=70: flat matter-only Omega_m 1 versus flat Omega_m 0.3/Lambda 0.7. Difference in predicted distance modulus plus supplied luminosity drift; no observed supernova data or cosmological-parameter fit.

Original conditional model ledger
QuantityValueUnit
Matter-only predicted luminosity distance5017.553Mpc
Matter-plus-Lambda predicted luminosity distance6607.658Mpc
Distance-only magnitude difference0.5977778mag
Difference including supplied luminosity drift0.7977778mag
Flux ratio from combined magnitude difference0.4796107ratio

These supplied models are not current measured cosmological parameters, a new galaxy discovery or independent actual observing evidence.

A faint standardized-candle comparison needs calibration and evolution tests as well as an expansion model.

Original comparison at same H 0=70: flat matter-only Omega_m 1 versus flat Omega_m 0.3/Lambda 0.7. Difference in predicted distance modulus plus supplied luminosity drift; no observed supernova data or cosmological-parameter fit.

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

Understand

1. Define the cosmic evidence

A standardizable candle can link observed flux to luminosity distance once its source properties and calibration are controlled. Type Ia supernovae are useful examples, but their light curves and spectra require standardization and population checks; they are not all identical uncorrected bulbs.

2. Connect mechanisms and alternatives

The original comparison holds H 0=70 fixed and contrasts two flat models: matter-only Ωm=1, and Ωm=0.3 with Λ=0.7. At the same redshift, each model predicts a luminosity distance through its own expansion integral. Their magnitude difference is 5log 10(dL,Λ/dL, matter). This is a model prediction, not an observed supernova residual.

A separate supplied source-luminosity drift in magnitudes is added to that difference. The combined flux ratio is 10^(−0.4Δm). A positive drift makes the source intrinsically fainter relative to its adopted calibration and can imitate part of a distance effect. Dust, selection and calibration can also complicate real evidence.

Cosmic acceleration is assessed using ensembles and cross-checks with other probes, not one faint object or a slider outcome. Source evolution must be constrained with independent observations, and dark energy’s physical nature is not established merely by fitting a Λ term. This lesson compares consequences and alternatives without asserting a new parameter measurement.

3. Work the supplied comparison

At any supported redshift, the Λ-containing example predicts a larger luminosity distance than the matter-only example at the same H 0. Adding 0.2 mag of source dimming multiplies the predicted flux ratio by 10^−0.08≈0.831764, independently of the distance-only difference.

4. Predict and investigate

Can a source-calibration change mimic part of a distance-modulus residual?

Compare the two distance integrals before adding luminosity drift. Retain the model-only and combined residuals and propose an independent test of source evolution.

Apply the evidence to a changed case

At fixed redshift change the drift from−0.2 to+0.2 mag. What happens to the combined flux ratio?

Retain the evidence frame, calculations and assumptions before opening public feedback.

Compare a worked response

The combined magnitude difference increases by 0.4, so the flux ratio is multiplied by 10^−0.16≈0.691831. Neither cosmological distance integral changes.

Source and boundaries

Primary source. Checked 31 October 2026. Original model records are not new galaxy observations, current parameter measurements or a full cosmological inference pipeline. No physical observing procedure is requested.

Apply

Which quantity changes when only the supplied luminosity drift changes?

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

At fixed redshift change the drift from−0.2 to+0.2 mag. What happens to the combined flux ratio?

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.