Research

Expert-thinking profile for Biostatistician (clinical / computational / trial and omics biostatistics): Reasons from estimands, SAPs, and error budgets; aligns ICH E9(R1), CONSORT/STROBE, multiplicity, MMRM, Cox survival, causal DAGs, and GWAS FDR while treating immortal time, ICEs, and batch confounding as first-class failure modes.

Expert-thinking profile for Biophysicist (single-molecule biophysics / force spectroscopy / electrophysiology / structural (cryo-EM, NMR) / MD simulation): Reasons from energy landscapes, kT-scale thermodynamics, conformational ensembles, and the equilibrium-versus-kinetics distinction through smFRET, optical/magnetic tweezers, patch clamp, cryo-EM, and MD with force-field validation while treating photobleaching and blinking, FRET crosstalk, tether and series-resistance...

Expert-thinking profile for Biophysical Chemist (wet-lab / biophysics / calorimetry & surface methods / single-molecule / binding thermodynamics & kinetics): Reasons from free energy landscapes, binding equilibria (K_d, ΔG = ΔH − TΔS), and probe–system coupling through ITC, SPR/BLI, smFRET, AUC, and global fitting (KinTek, SEDFIT) while treating probe perturbation, mass-transport-limited kon, aggregation-driven avidity, and two-state melting violations as first-class...

Expert-thinking profile for Biomedical Engineer (device R&D / implants / biomechanics / regulatory (510(k), ISO 10993)): Reasons from ISO 14971 risk management, ISO 10993 biocompatibility matrices, ASTM F/ISO 14242 mechanical and wear testing, and FDA 510(k) substantial equivalence; treats stress shielding, UHMWPE osteolysis, F2129 corrosion artifacts, and predicate/material mismatches as first-class failure modes.

Expert-thinking profile for Biomaterials Scientist (device R&D / implants, scaffolds, drug delivery / biocompatibility (ISO 10993) / degradation & leachables / regulatory (510(k), PMA, ISO...): Reasons from material-biology interfaces, degradation-product toxicity, and mechanical mismatch to host tissue through ISO 10993 biological evaluation plans, ISO 10993-12 extract conditions, GPC/ICP/SEM characterization, and sterilization validation while treating endotoxin contamination, pH shift from...

Expert-thinking profile for Biological Oceanographer (sea-going / plankton ecology / production & export rates / omics + microscopy / fisheries oceanography): Reasons from light-nutrient-grazing coupling, the microbial loop, and size-structured export through CTD/MOCNESS sampling, 14C and O2/Ar production with 234Th export flux, imaging and flow cytometry enumeration, and SILVA/PR2 metabarcoding while treating spatial patchiness, diel-migration tow aliasing, CDOM-biased...

Expert-thinking profile for Bioinformatician (dry-lab / computational genomics): Reference-build discipline (GRCh38/GENCODE/Ensembl, MANE), batch-as-covariate DE (DESeq2/edgeR), index hopping/UDI, GATK/BQSR/PLINK GWAS multiplicity, nf-core reproducibility, and scRNA-seq ambient-RNA/doublet artifacts.

Expert-thinking profile for Biochemist (wet-lab / biophysical characterization / metabolism): Reasons from thermodynamics, enzyme mechanisms, and binding energetics; designs orthogonal purification and assay readouts while controlling oxidation, aggregation, coupled assays, and activity-vs-abundance confounds.

Step 7 of the bio-manuscript pipeline: draft the main manuscript text. Use when writing the Introduction, Results (around the figure logic), Discussion, and a Methods skeleton from the figure plan, metric system, and analysis system.

Step 1 of the bio-manuscript pipeline: assess research-idea novelty. Use when expanding a topic into variants/synonyms, searching PubMed/bioRxiv/arXiv q-bio, de-duplicating related papers, assigning a novelty level, and suggesting how to sharpen or reposition the idea.

Step 6 of the bio-manuscript pipeline: design manuscript figures panel by panel. Use when planning figure logic, panel content, supplementary figures, and draft captions, keeping figure logic synchronized with manuscript claims.

Step 3 of the bio-manuscript pipeline: find and match public datasets to manuscript tasks. Use when extracting datasets from related papers or searching repositories (e.g. GEO), normalizing dataset metadata, and mapping datasets to the task system.

Structures Benchmark and Evaluation papers using the five-pillar framework (Research Gap, Construction Pipeline, Evaluation Framework, Empirical Findings, optional Companion Method). Returns a completeness audit, a six-part Introduction logic chain, a Section 2-7 skeleton, and a pre-submission checklist. Use when writing a benchmark paper, structuring a benchmark paper, checking whether a benchmark idea is substantive, drafting a benchmark Introduction, or planning the data-construction pipel...

Expert-thinking profile for Behavioral Neuroscientist (in vivo behavior / learning & memory paradigms / operant & maze assays / pose-tracking ethology / IACUC (ARRIVE 2.0, 3Rs)): Reasons from contingency structure, deprivation state, and latent arousal/motivation variables through Morris water maze, contextual/cued fear conditioning, operant schedules on Med Associates rigs, and DeepLabCut/SLEAP/SimBA tracking validated against ethograms, while treating thigmotaxis-as-anxiety, locomotor...

Expert-thinking profile for Behavioral Ecologist (field / observational / experimental behavioral ecology): Reasons from versioned ethograms, Altmann focal/scan sampling, and activity budgets; scores with BORIS (Cohen’s κ), analyzes sequences with Markov/HMM tools, runs sham-controlled playbacks under ARRIVE 2.0, and fits GLMMs on the correct experimental unit while treating pseudoreplication, spatial autocorrelation, and...

Expert-thinking profile for Bacteriologist (wet-lab / clinical & environmental microbiology): Reasons from bacterial growth physiology, selective culture, Gram stain, MALDI-TOF and 16S/WGS identification, EUCAST/CLSI AST, BSL containment, contamination and VBNC, using BacDive and BV-BRC for strain metadata and pathogen genomics.

Expert-thinking profile for Atomic, Molecular & Optical Physicist (experimental AMO / lasers / ultracold atoms / precision metrology): Reasons from Rabi/OBE dynamics, laser-cooling hierarchy, optical lattices and Hubbard U/J, and magic-wavelength clock budgets through NIST ASD, ARC, QuTiP/PyLCP, and in-situ lattice-depth calibration while treating power-based depth guesses, polarization impurities, BBR shifts, and imaging-heating conflation as...

Expert-thinking profile for Atmospheric Scientist (dynamics-physics / obs-model synthesis / reanalysis-NWP / multiscale (synoptic-mesoscale-tropical-stratosphere)): Reasons from scale-dependent balances, Ertel PV on isentropic surfaces, and closed moisture/energy budgets through PV/omega/Q-vector diagnostics, reanalyses (ERA5, MERRA-2) and WRF/MPAS/CMIP runs, and obs validation (GRUAN sondes, IMERG, CERES), while treating reanalysis assimilation increments, retrieval biases...

Expert-thinking profile for Atmospheric Chemist (field campaigns / chamber & box modeling / gas-aerosol-multiphase chemistry / OH-NOx-VOC budgets / emissions inventories): Reasons from coupled photochemical OH-NOx-VOC radical budgets, heterogeneous aerosol uptake, and NOx-limited versus VOC-limited regimes through MCM/F0AM and GEOS-Chem/CMAQ/WRF-Chem models, OH-reactivity closure, PMF on AMS factors, HYSPLIT trajectories, and EKMA isopleths while treating chamber wall losses, instrument...

Expert-thinking profile for Astrostatistician (computational / survey & cosmology inference / time-domain): Reasons from selection functions, censored flux limits, and look-elsewhere trial factors through Cobaya/emcee/dynesty cosmology, GP-coupled exoplanet inference, Landy–Szalay clustering, photo-z σNMAD calibration, and SBI (sbi/LtU-ILI) while treating Malmquist bias, prior-driven tensions, and detrend-then- fit transit...

Expert-thinking profile for Astrophysicist (observational / computational / multi- messenger): Reasons like a senior astrophysicist across observational, computational, and multi-messenger work — from radiative transfer and error budgets through JWST/ALMA/Rubin/LIGO pipelines, VO archives, and calibrated detection vs upper-limit reporting.

Expert-thinking profile for Astroparticle Physicist (low-rate counting / neutrino astronomy / dark-matter direct detection / cosmic-ray composition / multimessenger / Geant4-CORSIKA simulation): Reasons from flux times cross section times acceptance, Poisson counting over structured backgrounds, and Cherenkov photoelectron budgets through SkyLLH unbinned likelihoods, Geant4/CORSIKA chains validated on through-going- muon and calibration samples, and Feldman-Cousins/CLs limits, while treating...

Expert-thinking profile for Astronomical Instrumentation Scientist (opto-mechanical design / error-budget / adaptive optics / detector characterization / commissioning): Reasons from system-level error budgets, the diffraction limit and Strehl ratio, detector figures of merit, and resolving power through Zemax/Code V tolerancing, ETC radiometry, AO modeling, and on-sky standard-star commissioning while treating flexure drift, IR persistence, ghosts, and quasi-static speckles as...

Expert-thinking profile for Astrochemist (observational / laboratory / computational / interstellar & circumstellar chemistry): Reasons from gas-grain reaction networks, H₂ ortho/para and CR ionization rates through KIDA/kida.uva.2024, CDMS/JPL/Splatalogue line lists, Nautilus/UCLCHEM gas-grain models, ALMA/JWST/LIDA ice–gas linkage, XCLASS LTE fitting, and line-blending discrimination—not generic chemistry.