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The Gold Standard of X-ray Crystallography | Separating Site Occupancy from Atomic Displacement in Refinement

Lower diffraction contribution from an atomic site can be modelled by fewer scatterers at the site, by greater spatial displacement, or by a combination of both. Occupancy mainly changes the site contribution’s overall scale, while an atomic displacement factor changes it with scattering angle. A limited dataset can make the two parameters strongly correlated.

This guide develops one focused reader question within the X-ray Crystallography subject guide. It adds a complete mechanism, original worked decisions, changed-context transfer checks and explicit limits. Read it with The Gold Standard of Education | Learning That Transfers into Life and the How X Works.

All numerical examples are invented teaching cases. They are not operational measurements, production records, financial advice, conservation findings or compliance results.

Use the deliberately simplified amplitude factor A(s)=q exp(−B s²), where q is occupancy and s=sinθ/λ under the stated convention. Let q=0.80 and B=2.00 Ų. At s²=0 the factor is 0.800; at s²=0.25 Å⁻² it is 0.80e⁻⁰·⁵≈0.485. One low-angle value cannot separate q from B, while the change across resolution supplies additional shape information under this model. Real structure factors also contain atomic scattering factors, phases, scale, symmetry and contributions from every site. The IUCr refinement reference lists occupancy and atomic displacement among refinable parameters and explains constraints and correlations. IUCr Rietveld refinement guidelines specifically warn that scale, occupancy and thermal parameters are highly correlated and that limited angular range weakens thermal-parameter refinement.

Continue with Why Plane Spacing Uses the Reciprocal Metric in a Skew Unit Cell, Different Periodic Arrangements with Identical Diffraction Intensities and the X-ray Crystallography root.

The short answer is to keep the target quantity, observation and reporting rule separate. Name what the system intends to estimate, what was actually observed, how the summary was formed and which conditions make the inference defensible. If one field is missing, keep the ambiguity visible.

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Lower diffraction contribution from an atomic site can be modelled by fewer scatterers at the site, by greater spatial displacement, or by a combination of both. Occupancy mainly changes the site contribution’s overall scale, while an atomic displacement factor changes it with scattering angle. A limited dataset can make the two parameters strongly correlated.

ROUTE 1 · CHAPTERS 1–6

Define the question

Separate definitions and work the central example.

ROUTE 2 · CHAPTERS 7–12

Protect the method

Keep units, settings, range and uncertainty visible.

ROUTE 3 · CHAPTERS 13–18

Test the claim

Compare mechanisms, rivals and changed contexts.

ROUTE 4 · CHAPTERS 19–22

Audit and continue

Repair claims, answer questions and follow verified routes.

Full chapter contents · X-ray Crystallography subject guide

Chapter contents

Define the question · Chapters 1–6

1. Define the reader question

2. Separate the two target quantities

3. Name the observation rule

4. Protect the denominator and boundary

5. Build the fictional evidence ledger

6. Work the central calculation

Protect the method · Chapters 7–12

7. Check units before interpretation

8. Keep method settings visible

9. Locate the usable range

10. Recognise saturation and censoring

11. Use controls that can fail differently

12. Carry uncertainty into the claim

Test the claim · Chapters 13–18

13. Separate mechanism from appearance

14. Compare like with like

15. Test a rival explanation

16. Change one consequential condition

17. Recalculate the changed case

18. State what the result establishes

Audit and continue · Chapters 19–22

19. State what it cannot establish

20. Repair an overconfident sentence

21. Answer focused reader questions

22. Continue through verified routes

CHAPTER 1 OF 22 · Define the question

1. Define the reader question

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Ask whether the reader is interpreting occupancy, displacement, scale or a residual-density feature. A weak site contribution does not select one cause by itself.

Write an evidence ledger before calculating: target quantity, object, unit, boundary, observation rule, transformation and decision limit. Mark every input as observed, stipulated, fitted or assumed.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “define the reader question”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

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CHAPTER 2 OF 22 · Define the question

2. Separate the two target quantities

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Occupancy describes the fraction represented by a site model; displacement parameters describe the spatial distribution used to attenuate scattering with resolution.

Draw the mechanism in order. Separate the underlying state, the measurement, the mathematical summary and the claim. Then name one rival explanation and the additional observation that could distinguish it.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “separate the two target quantities”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

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CHAPTER 3 OF 22 · Define the question

3. Name the observation rule

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State the exact exponential convention. B, U and reciprocal-coordinate formulas differ by constants and cannot be mixed casually.

Keep the comparison fair by holding the specimen, interval, protocol and denominator constant. If one changes, state that the new number answers a different question even when the label looks familiar.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “name the observation rule”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

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CHAPTER 4 OF 22 · Define the question

4. Protect the denominator and boundary

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Keep the structural model, dataset, wavelength, resolution range, scale and chemical constraints attached to every parameter claim.

Use two checks that can fail differently: reconstruct a total, test a limiting case, repeat the result from definitions or inspect a shared control. Two calculations that reuse one assumption are only one check.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “protect the denominator and boundary”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 5 OF 22 · Define the question

5. Build the fictional evidence ledger

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Build the simplified factor A(s)=q exp(−B s²) with q 0.80, B 2.00 square ångströms and two supplied s-squared values.

Separate measurement from decision. A correct number can still be too local, uncertain or method-dependent for the intended action. Report it with its conditions and say what stronger evidence would be needed.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “build the fictional evidence ledger”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

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CHAPTER 6 OF 22 · Define the question

6. Work the central calculation

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The factors are 0.800 at s²=0 and about 0.485 at s²=0.25 Å⁻².

s² (Å⁻²)qB (Ų)A(s)
0.000.802.000.800
0.250.802.000.485
Fictional teaching evidence. The paired results answer different questions.

Preserve identity and order. Equal totals can hide different mechanisms when records come from different specimens, resources, homes or viewing geometries. Aggregate only after the question no longer depends on that identity.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “work the central calculation”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

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CHAPTER 7 OF 22 · Protect the method

7. Check units before interpretation

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Occupancy is dimensionless in this simplified model; B has square-length units and s² has inverse-square-length units, making the exponent dimensionless.

Run a changed-context transfer check. Change one consequential condition while holding the remaining basis fixed, calculate again and explain why the result moves or stays stable.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “check units before interpretation”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 8 OF 22 · Protect the method

8. Keep method settings visible

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Record whether the refinement uses intensities, squared amplitudes or amplitudes and which corrections and weights were applied.

Put the boundary of inference beside the answer. Name the system, representation and interval to which the result applies, then name the nearest tempting conclusion the evidence does not establish.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “keep method settings visible”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 9 OF 22 · Protect the method

9. Locate the usable range

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Inspect the parameter correlation matrix, shift-to-standard-uncertainty values and residual maps rather than trusting one converged number.

Use uncertainty as structure. Vary the input most capable of changing the conclusion over a defensible range and show whether the ranking or interpretation changes.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “locate the usable range”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 10 OF 22 · Protect the method

10. Recognise saturation and censoring

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A narrow resolution range can let occupancy, scale and displacement compensate for one another. More digits do not remove that identifiability problem.

Finish with a reproducible evidence package: source records, definitions, exclusions, calculations, validation result and revision rule.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “recognise saturation and censoring”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 11 OF 22 · Protect the method

11. Use controls that can fail differently

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Use chemical composition, site multiplicity, complementary datasets and physically justified constraints as checks that can fail differently.

Write an evidence ledger before calculating: target quantity, object, unit, boundary, observation rule, transformation and decision limit. Mark every input as observed, stipulated, fitted or assumed.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “use controls that can fail differently”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 12 OF 22 · Protect the method

12. Carry uncertainty into the claim

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Carry estimated standard uncertainties and model alternatives into the report. A fixed parameter has no refined uncertainty from that fit.

Draw the mechanism in order. Separate the underlying state, the measurement, the mathematical summary and the claim. Then name one rival explanation and the additional observation that could distinguish it.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “carry uncertainty into the claim”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 13 OF 22 · Test the claim

13. Separate mechanism from appearance

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A high displacement value can signal real motion, static disorder, wrong atom type, missed splitting, absorption problems or another model defect.

Keep the comparison fair by holding the specimen, interval, protocol and denominator constant. If one changes, state that the new number answers a different question even when the label looks familiar.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “separate mechanism from appearance”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 14 OF 22 · Test the claim

14. Compare like with like

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Compare occupancy values only under compatible site definitions, multiplicities, scattering factors, scale treatment and data range.

Use two checks that can fail differently: reconstruct a total, test a limiting case, repeat the result from definitions or inspect a shared control. Two calculations that reuse one assumption are only one check.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “compare like with like”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 15 OF 22 · Test the claim

15. Test a rival explanation

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A better R value from freeing both parameters can be overfitting or compensation. Inspect physical plausibility and independent evidence.

Separate measurement from decision. A correct number can still be too local, uncertain or method-dependent for the intended action. Report it with its conditions and say what stronger evidence would be needed.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “test a rival explanation”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 16 OF 22 · Test the claim

16. Change one consequential condition

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Change the dataset so it contains only the low-s² observation. Many q and B pairs now reproduce nearly the same value.

Preserve identity and order. Equal totals can hide different mechanisms when records come from different specimens, resources, homes or viewing geometries. Aggregate only after the question no longer depends on that identity.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “change one consequential condition”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 17 OF 22 · Test the claim

17. Recalculate the changed case

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Restore a broad s² range and the slope of log A against s² can separate the attenuation shape from the intercept under the teaching model.

Run a changed-context transfer check. Change one consequential condition while holding the remaining basis fixed, calculate again and explain why the result moves or stays stable.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “recalculate the changed case”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 18 OF 22 · Test the claim

18. State what the result establishes

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The example establishes why resolution dependence supplies information that one overall amplitude cannot provide.

Put the boundary of inference beside the answer. Name the system, representation and interval to which the result applies, then name the nearest tempting conclusion the evidence does not establish.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “state what the result establishes”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 19 OF 22 · Audit and continue

19. State what it cannot establish

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It does not identify occupancy in a real crystal, validate a refinement strategy or replace full structure-factor modelling.

Use uncertainty as structure. Vary the input most capable of changing the conclusion over a defensible range and show whether the ranking or interpretation changes.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “state what it cannot establish”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 20 OF 22 · Audit and continue

20. Repair an overconfident sentence

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Replace “the weak atom is only 80 percent occupied” with “occupancy and displacement are correlated explanations that require range, constraints and diagnostics.”

Finish with a reproducible evidence package: source records, definitions, exclusions, calculations, validation result and revision rule.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “repair an overconfident sentence”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 21 OF 22 · Audit and continue

21. Answer focused reader questions

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Does a large B prove partial occupancy? No. It flags a model feature requiring interpretation.

Can occupancy exceed one? Parameter conventions and site definitions must be checked before interpretation.

Does convergence prove correctness? No. A model can converge to a correlated or physically poor solution.

Write an evidence ledger before calculating: target quantity, object, unit, boundary, observation rule, transformation and decision limit. Mark every input as observed, stipulated, fitted or assumed.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “answer focused reader questions”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

Contents · Previous chapter · Next chapter

CHAPTER 22 OF 22 · Audit and continue

22. Continue through verified routes

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Use IUCr refinement guidance, preserve the correlation matrix and test model alternatives before making a chemical occupancy claim.

Draw the mechanism in order. Separate the underlying state, the measurement, the mathematical summary and the claim. Then name one rival explanation and the additional observation that could distinguish it.

Apply the rule to the central fictional case with unrounded inputs, then label the result with its object, unit and protocol. Name one alternative explanation and the observation that would distinguish it.

For X-ray Crystallography, complete seven fields: target, object, unit, boundary, protocol, result and limit. For “continue through verified routes”, a plausible number can otherwise hide a changed definition or undocumented condition.

Change one condition that matters while holding the remaining basis fixed. Recalculate or re-inspect the evidence, state what stays comparable and name the stronger conclusion that still does not follow.

Close with two lines. The first states what the evidence establishes under the named conditions. The second states the nearest tempting conclusion that remains unsupported. Ask another reader to identify the condition that would make the first line false.

Evidence check: preserve the raw observation, the transformation, the comparison rule and the failed alternatives in one audit note. A future reader should be able to reproduce the narrow result without guessing which conditions were held constant.

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