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Truncated CI can retain a variational upper bound yet fail size consistency because products of fragment excitations may lie outside its excitation space.
ModelChemistryCoupled-cluster truncation and virtual-space errorCCSD and perturbative-triples CCSD(T) truncate correlation differently from CI; FNO variants also truncate the virtual space using MP2-derived occupations.
ApproximationChemistryActive-space selection and CASSCFCAS-CI solves the configuration problem within a selected active orbital/electron space; CASSCF also optimizes the orbital partition.
MethodChemistryExcited-state correlation and state characterEOM-EE describes target electronic states by excitation operators acting on a correlated reference.
ApproximationChemistrySurface-hopping ensembles and approximationsFewest-switches surface hopping propagates classical nuclear trajectories on individual electronic surfaces with stochastic electronic transitions.
ModelChemistryTime-step and conserved-quantity validationMolecular-dynamics convergence requires checking integration step, constraints and conserved quantities for the chosen ensemble.
MethodChemistryQM/MM partitions and boundary assumptionsQM/MM uses quantum treatment in a selected reactive region and a classical environment.
ModelChemistryReactive force fields and transferabilityReaxFF models changing bond order and charge equilibration using fitted parameters rather than evaluating an electronic wavefunction at each step.
ModelChemistryReaction-progress kinetic discriminationSame-excess reaction-progress experiments compare rates at matched reactant concentrations but different catalyst histories; differences can reveal deactivation, product effects or activation.
MethodChemistryCatalyst populations versus productive fluxAn abundant observed catalyst state can be a resting state or off-cycle reservoir, while a low-population intermediate may carry productive flux.
MethodChemistryKinetic isotope effects and mechanismDeuterium isotope effects can constrain C–H functionalization pathways, but their interpretation depends on whether rates, competition or product distributions were measured.
MethodChemistrySuzuki transmetalation as a conditional pathway comparisonCarrow and Hartwig compared isolated palladium hydroxo/halide and boronic-acid/boronate species and their rates.
Empirical findingChemistryCO-induced copper reconstruction: 2025 studyThe 2025 copper study combines atomistic surface/kinetic calculations with STM comparison to examine CO-induced reconstruction during CO2 reduction.
Empirical findingChemistryWhich sites carry catalytic current?A working electrocatalyst can change structure and coverage during operation.
Open questionChemistryRedox-decoupled direct-air capture: 2026 developmentThe 2026 device study reports separating sorbent regeneration and CO2 liberation through redox-decoupled electrolysis.
Empirical findingChemistryXPS planning and reporting scopeThe NIST-authored XPS guide emphasizes planning the specimen, measurement and reporting together.
MethodChemistryX-ray absorption and local coordination inferenceXANES and EXAFS constrain absorption-edge and local-neighbor structure rather than directly determining every atom in a material.
MethodChemistryCryo-EM half-map independenceSplitting particles into independent reconstruction/refinement halves helps detect overfitting through Fourier-shell correlation.
MethodChemistryChemical probes: target and phenotype evidenceA useful chemical probe requires potency and selectivity in the relevant biochemical and cellular context.
MethodChemistryReconciling structural and functional assaysWhen microscopy, spectroscopy and chemical perturbations support different models, compare their sampled populations, detection limits and environments before combining them.
MethodChemistryRNA-condensate interfaces: 2025 evidenceThe RNA-condensate interface study measures in-vitro RNA/PEG systems and compares interface behavior with molecular modeling.
Empirical findingChemistryCondensate function versus correlated assemblyAssembly, partitioning and a cellular phenotype do not alone identify whether phase separation causally produces that phenotype.
Open questionChemistryTernary degradation complexes and independent controlsGadd and colleagues resolved a Brd4 bromodomain–MZ1–VHL complex and combined binding, mutagenesis, proximity and cell-protein measurements.
Empirical findingBiologyAllele-sharing asymmetry and alternative historiesThe D statistic compares two discordant allele-sharing patterns in an ordered four-sample test.
MethodBiologyDynamic amounts, concentrations and reaction fluxReaction stoichiometry relates species-amount changes to reaction and exchange fluxes.
Mathematical statementBiologyGenome-wide break detection and assay limitsGUIDE-seq detects tagged double-strand-break locations by oligonucleotide integration and sequencing.
MethodBiologyAmbient RNA and cell-calling selectionEmptyDrops tests barcode expression against an ambient-RNA null rather than relying solely on total-count thresholds.
MethodBiologyMolecular barcodes and missing observationsUMIs help distinguish amplified reads from captured molecules, but barcode errors and finite capture affect estimated counts.
MethodBiologyA worked diffusion-driven instabilityIn Lecuit’s nondimensional two-cell example, the isolated reaction Jacobian has eigenvalues −1, whereas an antisymmetric spatial mode can become unstable after unequal diffusive coupling.
Mathematical statementBiologyYAP/TAZ mechanical signaling: an intervention studyDupont and colleagues altered substrate rigidity and cell geometry and tested actomyosin/Rho and YAP/TAZ responses in specified cultured mammalian cells.
Empirical finding