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Jungfraujoch/tests/SearchSpaceGroupTest.cpp
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leonarski_f 680c36c20d
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v1.0.0-rc.166 (#76)
* `rugnux --mode calibration` writes `<prefix>.json` beside the `.poni`, whose `dataset_settings` member is a `jfjoch_broker` `dataset_settings` body as it stands.
* `rugnux` and `jfjoch_viewer` read PILATUS miniCBF sweeps natively, without conversion.
* Masters written by other facilities open, including Eiger 1.x and third-party NXmx variants.
* `rugnux` measures the beam centre on every run, and indexes with it when the file's value indexes nothing.
* A detector swung out on a 2theta arm is placed where the file says it stands, and the calibration can hold the tilt fixed.
* `rugnux` writes the unmerged MTZ by default, and a P1 merge beside it, so a wrong space group can be re-merged without reprocessing.
* Significant improvements to symmetry handling in `rugnux`: the lattice, the point group, the setting and the systematic absences.
* The `rugnux` report gives the resolution the CC1/2 fit reached, beside the range the reflections were written to.
* The `rugnux` report gives the twinning statistics measured before the space group was decided, beside the ones measured after.
* The `rugnux` report gives the strong-direction diffraction limit, and warns when CC1/2 is not monotone with resolution.
* `rugnux` ranks screw axes on the evidence their absences carry, rather than on how many control reflections a candidate happens to have.
* Twinning is no longer reported when the L-test contradicts it.
* The `rugnux` report gives the detector tilt, the measured tilt and the direct beam beside the beam centre, and a post-refined beam centre is judged against the run's own measurement rather than the file's.
* `--no-refine-tilt` holds the detector tilt at the value in the file, instead of zeroing it, when the calibration starts from the spots.
* The `jfjoch_viewer` grid scan view draws the cells in the proportion of the scan steps, so the map has the shape of the scanned area.

Reviewed-on: #76
Co-authored-by: Filip Leonarski <filip.leonarski@psi.ch>
2026-09-02 21:17:31 +02:00

517 lines
24 KiB
C++

#include <catch2/catch_all.hpp>
#include "../image_analysis/scale_merge/SearchSpaceGroup.h"
#include "gemmi/symmetry.hpp"
#include <algorithm>
#include <cmath>
#include <cstdint>
#include <string>
#include <tuple>
#include <unordered_set>
#include <vector>
namespace {
struct HKL {
int h = 0;
int k = 0;
int l = 0;
bool operator==(const HKL& o) const noexcept {
return h == o.h && k == o.k && l == o.l;
}
};
struct HKLHash {
size_t operator()(const HKL& x) const noexcept {
auto mix = [](uint64_t v) {
v ^= v >> 33;
v *= 0xff51afd7ed558ccdULL;
v ^= v >> 33;
v *= 0xc4ceb9fe1a85ec53ULL;
v ^= v >> 33;
return v;
};
return static_cast<size_t>(
mix(static_cast<uint64_t>(x.h)) ^
(mix(static_cast<uint64_t>(x.k)) << 1) ^
(mix(static_cast<uint64_t>(x.l)) << 2));
}
};
double CalcSyntheticD(int h, int k, int l) {
const double q2 = static_cast<double>(h * h + k * k + l * l);
return 40.0 / std::sqrt(q2 + 1.0);
}
double SyntheticIntensityFromAsu(const gemmi::Op::Miller& asu) {
uint64_t x = static_cast<uint64_t>((asu[0] + 31) * 73856093u) ^
static_cast<uint64_t>((asu[1] + 37) * 19349663u) ^
static_cast<uint64_t>((asu[2] + 41) * 83492791u);
x ^= x >> 13;
x *= 0x9e3779b97f4a7c15ULL;
x ^= x >> 17;
return 100.0 + static_cast<double>(x % 500);
}
std::vector<MergedReflection> GenerateMergedReflectionsForSpaceGroup(
const gemmi::SpaceGroup& sg,
int hmax = 8) {
std::vector<MergedReflection> merged;
std::unordered_set<HKL, HKLHash> added;
const gemmi::GroupOps gops = sg.operations();
const gemmi::ReciprocalAsu rasu(&sg);
for (int h = -hmax; h <= hmax; ++h) {
for (int k = -hmax; k <= hmax; ++k) {
for (int l = -hmax; l <= hmax; ++l) {
if (h == 0 && k == 0 && l == 0)
continue;
bool absent = false;
gemmi::Op::Miller hkl{{h, k, l}};
if (gops.is_systematically_absent(hkl))
absent = true;
const auto [asu, sign_plus] = rasu.to_asu_sign(hkl, gops);
if (!sign_plus)
continue;
const HKL key{h, k, l};
if (added.find(key) != added.end())
continue;
added.insert(key);
merged.push_back(MergedReflection{
.h = h,
.k = k,
.l = l,
.I = absent ? 0.0 : SyntheticIntensityFromAsu(asu),
.sigma = 1.0,
.d = CalcSyntheticD(h, k, l)
});
}
}
}
return merged;
}
}
TEST_CASE("SearchSpaceGroup detects synthetic space groups") {
struct Case {
std::string input_name;
std::string expected_short_name;
};
const std::vector<Case> cases = {
{"P 1", "P1"},
{"P 1 2 1", "P2"},
{"P 3 2 1", "P321"},
{"P 4 2 2", "P422"},
{"P 4 3 2", "P432"},
{"P 43 21 2", "P43212"},
{"P 6 2 2", "P622"},
{"C 1 2 1", "C2"},
{"C 2 2 2", "C222"},
{"I 4 3 2", "I432"},
{"I 21 21 21", "I212121"},
{"I 2 1 3", "I213"},
};
for (const auto& tc : cases) {
DYNAMIC_SECTION(tc.expected_short_name) {
const gemmi::SpaceGroup& sg = gemmi::get_spacegroup_by_name(tc.input_name);
const auto merged = GenerateMergedReflectionsForSpaceGroup(sg);
SearchSpaceGroupOptions opt;
opt.merge_friedel = true;
const auto result = SearchSpaceGroup(merged, opt);
// Several inputs cannot be told apart from intensities alone: enantiomorphic partners
// (P4_3 vs P4_1) and origin-ambiguous pairs (I2_12_12_1 vs I222, I2_13 vs I2_3) share
// the same systematic absences. The search reports those as alternatives, so the
// expected group must appear among the best group and its alternatives.
std::vector<std::string> accepted;
if (result.best_space_group.has_value())
accepted.push_back(result.best_space_group->short_name());
for (const auto& alt : result.alternatives)
accepted.push_back(alt.short_name());
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.best_space_group.has_value());
CHECK(std::find(accepted.begin(), accepted.end(), tc.expected_short_name) != accepted.end());
}
}
}
// Regression: a real screw axis whose systematically-absent reflections carry a genuinely weak
// intensity but an UNDER-estimated sigma (so their I/sigma clears the "present" cut) must still be
// found. Reproduces a monoclinic 2_1 miss on weakly-diffracting monoclinic data, where the merged sigmas on
// the 0k0-odd reflections were ~2x too small and faked screw-axis violations. The E^2 intensity gate
// (present_e_squared) is what keeps those reflections classified absent.
TEST_CASE("SearchSpaceGroup finds a screw axis despite under-estimated sigmas on absent reflections") {
const gemmi::SpaceGroup& sg = gemmi::get_spacegroup_by_name("P 1 21 1");
auto merged = GenerateMergedReflectionsForSpaceGroup(sg, 18);
// Every systematically-absent (0k0, k odd) reflection: small-but-nonzero intensity (~2% of a
// normal reflection) with a far-too-small sigma, so I/sigma ~ 27 fakes a "present" reflection.
const gemmi::GroupOps gops = sg.operations();
int absent_count = 0;
for (auto& r : merged) {
const gemmi::Op::Miller hkl{{r.h, r.k, r.l}};
if (gops.is_systematically_absent(hkl)) {
r.I = 8.0f;
r.sigma = 0.3f;
++absent_count;
}
}
REQUIRE(absent_count >= 8); // enough predicted-absent reflections to be trusted
SearchSpaceGroupOptions opt;
opt.merge_friedel = true;
SECTION("intensity gate on (default): screw recovered") {
const auto result = SearchSpaceGroup(merged, opt);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.best_space_group.has_value());
CHECK(result.best_space_group->short_name() == "P21");
}
SECTION("intensity gate off (I/sigma only): the screw is missed") {
// Documents the failure the gate fixes: with I/sigma alone the too-small sigmas fake
// violations and the search falls back to the symmorphic group.
opt.present_e_squared = 0.0;
const auto result = SearchSpaceGroup(merged, opt);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.best_space_group.has_value());
CHECK(result.best_space_group->short_name() == "P2");
}
}
// Regression: the E^2 gate above compares a reflection to the mean of its RESOLUTION SHELL, which
// falls off with resolution, while a systematically-absent reflection keeps a small non-decaying
// residual (background / profile leakage). On a crystal whose axial rows are much stronger than an
// average reflection, that turns the high-resolution residuals into screw-axis violations and the
// screw is lost, although the reflections beside them in the same row are tens of times stronger.
// A tetragonal 42_12 case failed exactly this way (18 of 47 absent 00l over the cut, all beyond
// 3.7 A, at 1-2% of the l=4n reflections next to them). The threshold is therefore taken relative to
// the axial row the screw constrains, not to the shell.
TEST_CASE("SearchSpaceGroup finds a screw axis whose absent class is weak only within its own row") {
const gemmi::SpaceGroup& sg = gemmi::get_spacegroup_by_name("P 43 21 2");
auto merged = GenerateMergedReflectionsForSpaceGroup(sg, 12);
// Axial rows 40x stronger than a general reflection, and an absent class carrying ~2% of its own
// row - but half of a general reflection, so a threshold set against the shell calls every one of
// them a violation while a threshold set against the row calls none.
const gemmi::GroupOps gops = sg.operations();
int absent_on_axis = 0;
for (auto& r : merged) {
const gemmi::Op::Miller hkl{{r.h, r.k, r.l}};
if (gops.epsilon_factor_without_centering(hkl) <= 1)
continue;
if (gops.is_systematically_absent(hkl)) {
r.I = 300.0f;
r.sigma = 1.0f;
++absent_on_axis;
} else {
r.I *= 40.0f;
}
}
REQUIRE(absent_on_axis >= 8);
SearchSpaceGroupOptions opt;
opt.merge_friedel = true;
const auto result = SearchSpaceGroup(merged, opt);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.best_space_group.has_value());
// P4_1 2_1 2 and P4_3 2_1 2 are enantiomorphs and indistinguishable from intensities.
std::vector<std::string> accepted{result.best_space_group->short_name()};
for (const auto& alt : result.alternatives)
accepted.push_back(alt.short_name());
CHECK(std::find(accepted.begin(), accepted.end(), "P43212") != accepted.end());
}
// Regression: a screw's predicted-absent class is one row of reciprocal space, and that row is often
// the one a rotation sweep records least - it lies near the spindle, where the blind cusp maps onto
// itself and symmetry cannot fill it in. Counting the class therefore measures the geometry of the
// sweep, not the strength of the evidence, and a count gate refused a monoclinic crystal its 2_1 for
// having six 0k0-odd reflections rather than eight, every one of them measured at a thousandth of the
// row beside them. The class is judged by ScrewZoneEvidence instead, which reads the contrast
// against the row - so few-but-decisive is accepted and many-but-marginal is not.
TEST_CASE("SearchSpaceGroup weighs a screw's absences by evidence, not by how many were recorded") {
const gemmi::SpaceGroup& sg = gemmi::get_spacegroup_by_name("P 1 21 1");
const gemmi::GroupOps gops = sg.operations();
SearchSpaceGroupOptions opt;
opt.merge_friedel = true;
SECTION("five decisive absences, below min_absent_observed: the screw is still found") {
auto merged = GenerateMergedReflectionsForSpaceGroup(sg, 18);
// Keep five of the 0k0-odd reflections, at a thousandth of their row, and drop the rest - as a
// sweep along the 2-fold does, leaving too few to satisfy a count but plenty to decide.
int kept = 0;
std::erase_if(merged, [&](MergedReflection& r) {
if (!gops.is_systematically_absent(gemmi::Op::Miller{{r.h, r.k, r.l}}))
return false;
if (kept >= 5)
return true;
++kept;
r.I = 0.5;
return false;
});
REQUIRE(kept == 5);
REQUIRE(kept < opt.min_absent_observed);
const auto result = SearchSpaceGroup(merged, opt);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.best_space_group.has_value());
CHECK(result.best_space_group->short_name() == "P21");
}
SECTION("a uniformly weak axial row decides nothing, however many absences it holds") {
// The whole 0k0 row badly measured: the predicted-absent reflections are weak, but so is the
// rest of their row, so there is no contrast and no screw to claim. A violation count cannot
// see this - nothing on the row clears an absolute cut, so it reads zero violations and, with
// enough reflections to satisfy the count, would claim the 2_1 from no evidence at all.
auto merged = GenerateMergedReflectionsForSpaceGroup(sg, 18);
int absent_on_row = 0;
for (auto& r : merged) {
if (r.h != 0 || r.l != 0)
continue;
const bool absent = gops.is_systematically_absent(gemmi::Op::Miller{{r.h, r.k, r.l}});
r.I = absent ? 4.0 : 5.0;
absent_on_row += absent ? 1 : 0;
}
REQUIRE(absent_on_row >= opt.min_absent_observed);
const auto result = SearchSpaceGroup(merged, opt);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.best_space_group.has_value());
CHECK(result.best_space_group->short_name() == "P2");
}
}
// The operator correlation is on resolution-normalised E^2, not on raw I (see SearchSpaceGroup.cpp).
// Both members of a symmetry pair sit at the same |s|, so on raw intensities the resolution fall-off
// is variance shared perfectly between the two arms of every pair and reads as a correlation for ANY
// pairing at all. These two cases pin that down from both sides.
TEST_CASE("SearchSpaceGroup operator correlation reads symmetry, not the resolution fall-off",
"[SearchSpaceGroup]") {
// Intensities that are a smooth function of resolution times an INDEPENDENT per-reflection
// factor: a Wilson-like fall-off with no symmetry in it whatsoever.
auto radial_only = [](int hmax) {
std::vector<MergedReflection> merged;
for (int h = -hmax; h <= hmax; ++h)
for (int k = -hmax; k <= hmax; ++k)
for (int l = -hmax; l <= hmax; ++l) {
if ((h == 0 && k == 0 && l == 0) || std::make_tuple(-h, -k, -l) < std::make_tuple(h, k, l))
continue;
const double d = CalcSyntheticD(h, k, l);
const double falloff = std::exp(-30.0 / (d * d));
// Deterministic, independent of any symmetry mate: reuse the hash on the raw index.
const double jitter = SyntheticIntensityFromAsu(gemmi::Op::Miller{{h, k, l}}) / 350.0;
const double I = 1.0e5 * falloff * jitter;
merged.push_back(MergedReflection{
.h = h, .k = k, .l = l, .I = I, .sigma = I / 20.0, .d = d});
}
return merged;
};
SearchSpaceGroupOptions opt;
opt.merge_friedel = true;
SECTION("a fall-off with no symmetry in it confirms no operator") {
const auto result = SearchSpaceGroup(radial_only(8), opt);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.operator_scores.size() > 1);
for (const auto& s : result.operator_scores) {
INFO("operator " << s.op_triplet_hkl);
CHECK(s.n_pairs >= opt.min_pairs_per_operator);
CHECK(s.cc < opt.min_operator_cc);
CHECK_FALSE(s.present);
}
CHECK(result.point_group_hm == "1");
}
SECTION("a real operator under the same fall-off is confirmed, and does not move with the cut") {
// Same fall-off, but the intensities now carry a genuine monoclinic 2-fold.
const gemmi::SpaceGroup& sg = gemmi::get_spacegroup_by_name("P 1 2 1");
const gemmi::ReciprocalAsu rasu(&sg);
const gemmi::GroupOps gops = sg.operations();
auto merged = radial_only(8);
for (auto& r : merged) {
const auto [asu, plus] = rasu.to_asu_sign(gemmi::Op::Miller{{r.h, r.k, r.l}}, gops);
const double falloff = std::exp(-30.0 / (r.d * r.d));
r.I = 1.0e5 * falloff * SyntheticIntensityFromAsu(asu) / 350.0;
r.sigma = r.I / 20.0;
}
auto two_fold_cc = [&](double d_min) {
SearchSpaceGroupOptions o = opt;
o.d_min_limit_A = d_min;
const auto result = SearchSpaceGroup(merged, o);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.point_group_hm == "2");
double cc = -2.0;
for (const auto& s : result.operator_scores)
if (s.present)
cc = s.cc;
REQUIRE(cc > opt.min_operator_cc);
return cc;
};
// The whole point of normalising: how much of the fall-off is inside the merge no longer
// moves the operator's score, so the search resolution cut cannot decide the symmetry.
CHECK(std::fabs(two_fold_cc(0.0) - two_fold_cc(6.0)) < 0.05);
}
}
// The enumeration reaches the settings gemmi does not call the reference one, and only when the cell
// has the axes they name. Both halves are pinned here: `P 1 1 2_1` puts its 2-fold and its screw on
// c, which no reference setting can express (Stage A never offers the rotation and Stage B never
// offers the group), so without the two options the answer is P1; with them, and with a cell whose
// unique axis IS c, it is named; and with a cell whose unique axis is b the same candidate is
// refused rather than adopted on axes the crystal does not have.
TEST_CASE("SearchSpaceGroup names a non-reference setting only on a cell that hosts it") {
const gemmi::SpaceGroup& sg = gemmi::get_spacegroup_by_name("P 1 1 21");
const auto merged = GenerateMergedReflectionsForSpaceGroup(sg, 12);
SearchSpaceGroupOptions opt;
opt.merge_friedel = true;
SECTION("narrow enumeration cannot name it") {
const auto result = SearchSpaceGroup(merged, opt);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.best_space_group.has_value());
CHECK(result.best_space_group->number == 1);
}
SECTION("widened enumeration names it on a c-unique cell") {
opt.cell = gemmi::UnitCell(40.0, 50.0, 60.0, 90.0, 90.0, 100.0);
opt.enumerate_all_settings = true;
opt.enumerate_all_rotation_sets = true;
const auto result = SearchSpaceGroup(merged, opt);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.best_space_group.has_value());
CHECK(result.best_space_group->xhm() == "P 1 1 21");
}
SECTION("a b-unique cell refuses it") {
opt.cell = gemmi::UnitCell(40.0, 50.0, 60.0, 90.0, 100.0, 90.0);
opt.enumerate_all_settings = true;
opt.enumerate_all_rotation_sets = true;
const auto result = SearchSpaceGroup(merged, opt);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.best_space_group.has_value());
CHECK(result.best_space_group->number == 1);
}
}
// The screw axes of an orthorhombic crystal can lie on any pair of axes, and only one of the three
// namings of #18 is a reference setting. With the narrow enumeration the group that predicts a
// SUBSET of the real absences and nothing else wins on no evidence at all, so the reported group is
// wrong rather than low - the widening is what makes the correct one available.
TEST_CASE("SearchSpaceGroup names an orthorhombic screw pair on the axes it lies on") {
const gemmi::SpaceGroup& sg = gemmi::get_spacegroup_by_name("P 2 21 21");
const auto merged = GenerateMergedReflectionsForSpaceGroup(sg, 14);
SearchSpaceGroupOptions opt;
opt.merge_friedel = true;
opt.lattice_system = gemmi::CrystalSystem::Orthorhombic;
SECTION("narrow enumeration reports the wrong group") {
const auto result = SearchSpaceGroup(merged, opt);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.best_space_group.has_value());
CHECK(result.best_space_group->number != 18);
}
SECTION("widened enumeration reports it") {
opt.cell = gemmi::UnitCell(40.0, 50.0, 60.0, 90.0, 90.0, 90.0);
opt.enumerate_all_settings = true;
const auto result = SearchSpaceGroup(merged, opt);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.best_space_group.has_value());
CHECK(result.best_space_group->xhm() == "P 2 21 21");
}
}
// The centring half of the same widening. A, B and C centring on one orthorhombic cell are three
// different lattices, and only C is a reference setting, so an A-centred crystal used to have its
// centring refused (its absent class is not the one C predicts) and came out primitive. The
// candidate is now offered, and it has to be adopted from its own absences rather than from the
// metric, which cannot tell A from C at all.
TEST_CASE("SearchSpaceGroup names an A-centred orthorhombic lattice") {
const gemmi::SpaceGroup& sg = gemmi::get_spacegroup_by_name("A 2 2 2");
const auto merged = GenerateMergedReflectionsForSpaceGroup(sg, 12);
SearchSpaceGroupOptions opt;
opt.merge_friedel = true;
opt.lattice_system = gemmi::CrystalSystem::Orthorhombic;
SECTION("narrow enumeration cannot name it") {
const auto result = SearchSpaceGroup(merged, opt);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.best_space_group.has_value());
CHECK(result.best_space_group->centring_type() != 'A');
}
SECTION("widened enumeration names it") {
opt.cell = gemmi::UnitCell(40.0, 50.0, 60.0, 90.0, 90.0, 90.0);
opt.enumerate_all_settings = true;
const auto result = SearchSpaceGroup(merged, opt);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.best_space_group.has_value());
CHECK(result.best_space_group->xhm() == "A 2 2 2");
}
}
// The null the widening has to survive. Stage A's second pass offers the a- and c-unique 2-folds on
// any metric that could host them, which is every orthorhombic one - so a genuinely triclinic
// crystal sitting on a pseudo-orthorhombic cell is now offered three promotions where it used to be
// offered one. It must still be refused all three: the added candidates go through the same operator
// correlation as every other, and a rotation the intensities do not have scores nothing.
TEST_CASE("SearchSpaceGroup does not promote triclinic data on a pseudo-orthorhombic cell") {
const gemmi::SpaceGroup& sg = gemmi::get_spacegroup_by_name("P 1");
const auto merged = GenerateMergedReflectionsForSpaceGroup(sg, 10);
SearchSpaceGroupOptions opt;
opt.merge_friedel = true;
opt.lattice_system = gemmi::CrystalSystem::Orthorhombic;
opt.cell = gemmi::UnitCell(40.0, 50.0, 60.0, 90.0, 90.0, 90.0);
opt.enumerate_all_settings = true;
opt.enumerate_all_rotation_sets = true;
const auto result = SearchSpaceGroup(merged, opt);
INFO(SearchSpaceGroupResultToText(result));
REQUIRE(result.best_space_group.has_value());
CHECK(result.best_space_group->number == 1);
CHECK(result.point_group_order == 1);
}
// A zone whose predicted absences were never measurable must not outscore a zone that is genuinely
// dead. sum_u is a sum of max(0, E^2)/row_mean, so it is EXACTLY zero when every absent reflection in
// the zone merged non-positive - and the Beta tail then diverges, worth ~690 nats per reflection. That
// was harmless while the number only had to clear a bound; it is now summed across zones and ranks the
// candidates, so it made a candidate claiming a screw on an UNMEASURED row beat one whose rows are
// actually dead. The evidence is scored through the same entry point for both kinds of absence.
TEST_CASE("AbsenceEvidence does not reward a zone that was never measurable", "[SearchSpaceGroup]") {
// 2 absences that all merged non-positive, against a control of 8...
const double unmeasurable = AbsenceEvidence(0.0, 2, 8);
// ...against a genuinely dead zone: 6 absences at 1% of their row's mean, same control.
const double genuine = AbsenceEvidence(0.06, 6, 8);
CHECK(std::isfinite(unmeasurable));
CHECK(unmeasurable < genuine); // the ordering that was inverted
CHECK(unmeasurable < 20.0); // and it does not clear min_screw_absence_evidence
// The floor is far below any real measurement, so a genuine zone is untouched by it.
CHECK(genuine == Catch::Approx(22.0).margin(0.2));
CHECK(AbsenceEvidence(0.22, 22, 8) == Catch::Approx(65.4).margin(0.3));
// More dead reflections still means more evidence, which is the property the sum relies on.
CHECK(AbsenceEvidence(0.0, 6, 8) > AbsenceEvidence(0.0, 2, 8));
}