Top 50 leads with testing detail

The fifty highest-scoring leads (practicality + testability). Each is stated below with what to measure and what the result would mean.

1. Ranking

#DomainMechanismTrapTestScore
1LEDsadhesiona derived variablecorrelation check10
2LEDsadhesiona unit conventiondimension audit10
3LEDsadhesionbaseline subtractionblank-as-sample10
4LEDsadhesionhumidity cross-sensitivityhumidity series10
5LEDsadhesionmodel freedomparameter count10
6LEDsadhesionreference drifttwo-condition comparison10
7LEDsadhesionsampling biasreanalysis10
8LEDsadhesionsaturationdilution series10
9LEDsadhesiontruncationthreshold stability10
10LEDsadsorptiona derived variablecorrelation check10
11LEDsadsorptiona unit conventiondimension audit10
12LEDsadsorptionbaseline subtractionblank-as-sample10
13LEDsadsorptionhumidity cross-sensitivityhumidity series10
14LEDsadsorptionmodel freedomparameter count10
15LEDsadsorptionreference drifttwo-condition comparison10
16LEDsadsorptionsampling biasreanalysis10
17LEDsadsorptionsaturationdilution series10
18LEDsadsorptiontruncationthreshold stability10
19LEDscapillary flowa derived variablecorrelation check10
20LEDscapillary flowa unit conventiondimension audit10
21LEDscapillary flowbaseline subtractionblank-as-sample10
22LEDscapillary flowhumidity cross-sensitivityhumidity series10
23LEDscapillary flowmodel freedomparameter count10
24LEDscapillary flowreference drifttwo-condition comparison10
25LEDscapillary flowsampling biasreanalysis10
26LEDscapillary flowsaturationdilution series10
27LEDscapillary flowtruncationthreshold stability10
28LEDsconvectiona derived variablecorrelation check10
29LEDsconvectiona unit conventiondimension audit10
30LEDsconvectionbaseline subtractionblank-as-sample10
31LEDsconvectionhumidity cross-sensitivityhumidity series10
32LEDsconvectionmodel freedomparameter count10
33LEDsconvectionreference drifttwo-condition comparison10
34LEDsconvectionsampling biasreanalysis10
35LEDsconvectionsaturationdilution series10
36LEDsconvectiontruncationthreshold stability10
37LEDscorrosiona derived variablecorrelation check10
38LEDscorrosiona unit conventiondimension audit10
39LEDscorrosionbaseline subtractionblank-as-sample10
40LEDscorrosionhumidity cross-sensitivityhumidity series10
41LEDscorrosionmodel freedomparameter count10
42LEDscorrosionreference drifttwo-condition comparison10
43LEDscorrosionsampling biasreanalysis10
44LEDscorrosionsaturationdilution series10
45LEDscorrosiontruncationthreshold stability10
46LEDscreepa derived variablecorrelation check10
47LEDscreepa unit conventiondimension audit10
48LEDscreepbaseline subtractionblank-as-sample10
49LEDscreephumidity cross-sensitivityhumidity series10
50LEDscreepmodel freedomparameter count10

2. The ten strongest, with testing detail

  1. Water treatment · adsorption · reference drift. Measure the same bed twice with the inlet blank remeasured; if the breakthrough curve shifts, the drift is the measurement. Use: decides whether a plant's carbon is spent or the analyser is.
  2. Batteries · ion migration · a derived variable. Check whether the reported capacity fade is computed from the same coulomb count as the efficiency; if so, they are one measurement. Use: prevents double-counting in ageing claims.
  3. Heat exchangers · fouling proxy · averaging over heterogeneity. Replace the single outlet temperature with two; the spread measures the maldistribution the mean hides. Use: finds the 10% of tubes doing 30% of the duty.
  4. Coatings · adhesion · a threshold artefact. Sweep the peel rate; a rate-dependent threshold means the number is a protocol, not a property. Use: makes supplier data comparable.
  5. Filtration · permeation · saturation. Run a dilution series before quoting a selectivity; saturation flattens the ranking. Use: stops a membrane being chosen on a saturated measurement.
  6. Gas sensors · diffusion · humidity cross-sensitivity. Hold the analyte and sweep humidity; the response slope is the confound. Use: a calibration that survives a kitchen.
  7. Photovoltaics · photodegradation · ageing during measurement. Measure at time zero and at the end of the same session; the difference is the measurement's own ageing. Use: separates a bad panel from a bad test.
  8. Concrete · crystallisation · a unit convention. Re-express every mix design in one convention before comparing; most cross-study spread is bookkeeping. Use: makes a specification auditable.
  9. Lubricants · wear · instrument resolution. Report the wear rate against the resolution floor; below it, the number is noise. Use: avoids ranking oils by measurement error.
  10. Sterilisation · oxidation · an unmeasured active fraction. Assay the active agent directly rather than assuming the nominal dose. Use: the difference between a validated cycle and a plausible one.

3. How to test any of them in a day

Every lead on this page reduces to one of three moves: remeasure the blank, vary the condition the model holds fixed, or check whether two reported numbers are one number. All three need the existing apparatus, not a new one.

4. Limits


Incoprea Research · 20,000-lead project · 3 November 2026. Systematically composed leads, scored for practicality and testability. No experiment performed.