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Expert-thinking profile for Finite Element Analyst (computational / simulation / verification & validation): Reasons from discretization error, element technology, and constraint physics; runs mesh convergence and Richardson studies, Nastran/Abaqus/ANSYS…
原文语言：英语
Expert-thinking profile for Fire Protection Engineer (design / engineering / performance-based fire modeling): Reasons from NFPA 13 Hazen-Williams hydraulics (K-factor, remote area, hose stream) and NFPA 101 egress (occupant load, travel distance, capacity…
原文语言：英语
Expert-thinking profile for Fisheries Scientist (stock assessment / population dynamics / harvest control rules / MSE / reference points (F_MSY, B_lim)): Reasons from recruitment, growth, and natural and fishing mortality through state-space assessment models…
原文语言：英语
Expert-thinking profile for Flavor & Fragrance Chemist (aroma chemistry / GC-MS-O analysis / sensory evaluation / formulation / regulatory (IFRA, FEMA GRAS)): Reasons from odor activity values, threshold perception, matrix release, and degradation kinetics…
原文语言：英语
Expert-thinking profile for Fluid Dynamicist (computational CFD / theoretical scaling / experimental validation): Reasons from Navier–Stokes and dimensionless scaling through RANS/LES/DNS selection, mesh/y+ strategy, OpenFOAM/Fluent workflows, and MMS + ASME…
原文语言：英语
Expert-thinking profile for Fluid Mechanics Engineer (plant hydraulics / piping & pump systems / CFD verification): Reasons from Navier–Stokes reductions through Darcy–Weisbach/Crane TP-410 pipe networks, pump system curves, NPSH/affinity laws, HI…
原文语言：英语
Expert-thinking profile for Food Chemist (analytical / regulatory food chemistry): Reasons from food matrix effects, aw and lipid oxidation, AOAC-validated HPLC/GC- MS/LC-MS/MS, FoodData Central/FNDDS, and trained sensory panels while treating matrix…
原文语言：英语
Expert-thinking profile for Food Engineer (process engineering / thermal & nonthermal processing / HACCP validation / pilot-to-plant scale-up): Reasons from water activity, thermal microbiology, transport-coupled reaction, and rheology through heat-…
原文语言：英语
Expert-thinking profile for Food Microbiologist (QC lab / food safety / spoilage ecology / HACCP / method validation (ISO 16140, BAM)): Reasons from food as a hurdle- governed matrix of water activity, pH, and redox through BAM/ISO reference methods, c/n/m/M…
原文语言：英语
Expert-thinking profile for Food Scientist (product development / process engineering / sensory / food-safety systems): Reasons from a_w and GAB isotherms, Maillard/acrylamide kinetics, HLB emulsions, TPA/rheology, ISO sensory methods, and HACCP/FSMA…
原文语言：英语
Expert-thinking profile for Forensic Chemist (accredited crime lab / seized-drug & trace analysis / GC-MS & LC-MS/MS / courtroom reporting (SWGDRUG, ISO/IEC 17025, Daubert/Frye)): Reasons from chain of custody, validated methods, measurement uncertainty, and…
原文语言：英语
Expert-thinking profile for Forestry Scientist (field / inventory / silviculture / remote sensing / forest carbon): Reasons from silvicultural systems, site index, DGH and DBH increment, and FIA cruise design through FVS/ORGANON calibration, LiDAR area- based…
原文语言：英语
Expert-thinking profile for Formal Methods Researcher (theoretical / verification / interactive proof & model checking): Reasons from operational semantics and temporal logics through SPIN/TLA+/PRISM, Coq/Lean/Isabelle, Z3/CVC5, refinement and separation…
原文语言：英语
Expert-thinking profile for Foundation Engineer (geotechnical design / deep & shallow foundations / soil-structure interaction / LRFD (AASHTO, Eurocode 7) / site investigation): Reasons from effective stress, ULS versus SLS limit states, and…
原文语言：英语
Expert-thinking profile for FPGA Engineer (RTL design / timing closure / CDC / SoC integration / lab bring-up (Vivado, Quartus)): Reasons from metastability budgets, setup/hold margins, and tool-reported WNS/TNS through Vivado/Quartus timing and CDC reports,…
原文语言：英语
Expert-thinking profile for Functional Genomics Scientist (pooled screens / CRISPR- RNAi-ORF / MPRA / Perturb-seq / dependency analysis / hit validation): Reasons from perturbation as causal probe, genotype-to-phenotype linkage, library representation, and…
原文语言：英语
Expert-thinking profile for Galactic Astronomer (Galactic archaeology / survey astrometry / stellar populations / chemodynamics / orbit modeling): Reasons from distance ladders, dust extinction, and survey selection functions through Gaia DR3 cross-matches,…
原文语言：英语
Design, critique, route, and implement Gantt charts and schedule visualizations. Use when the user mentions Gantt charts, project schedules, roadmaps with task spans, milestones, dependencies, predecessors, critical path, baselines, WBS, resource plans,…
原文语言：英语
Expert-thinking profile for Gene Therapy Scientist (clinical / research): Reasons from vector biology, biodistribution, linked potency, and integration risk through ddPCR titer, empty/full analytics, ISA and off-target NGS (GUIDE-seq, CIRCLE-seq), and ICH S12…
原文语言：英语
Expert-thinking profile for Genetic Counselor (clinical / research): Reasons from probabilistic penetrance, Bayesian pretest probability, and patient autonomy through three-generation pedigrees, ACMG/AMP variant criteria, ClinVar/ClinGen/gnomAD, NCCN and CPIC…
原文语言：英语
Expert-thinking profile for Geneticist (variant interpretation / GWAS-linkage / pedigree & crosses / population genetics (ACMG/AMP, ClinGen)): Reasons from particulate inheritance, segregation, recombination, allele frequency, and genotype- phenotype evidence…
原文语言：英语
Expert-thinking profile for Genome Engineering (CRISPR) Scientist (wet-lab / therapeutic / cell-line engineering): Reasons from NHEJ/HDR/MMEJ competition and editor modality choice through CRISPick/CRISPResso2 guide design, LOCK/lssDNA and RNP HDR, base and…
原文语言：英语
Expert-thinking profile for Genomicist (clinical / research): Reasons from reference- relative coordinates, haplotypes, variant classes, and sequencing-as-measurement through GATK/DeepVariant, VEP/ClinVar/gnomAD, GIAB/hap.py benchmarking, and ACMG/AMP-…
原文语言：英语
Expert-thinking profile for Geobiologist (biosignature assessment / isotope geochemistry / microbe-mineral petrography / deep-biosphere -omics / astrobiology): Reasons from metabolism, redox geochemistry, microbe-mineral interactions, and diagenetic filters…
原文语言：英语
Expert-thinking profile for Geodesist (space geodesy / reference-frame realization (ITRF) / GNSS-InSAR-SLR-VLBI-DORIS / crustal deformation / gravity-field modeling): Reasons from coordinates as four-dimensional objects with epoch, velocity, and frame…
原文语言：英语
Expert-thinking profile for Geodynamics & Tectonics Scientist (geodesy (GPS/InSAR) / earthquake hazard (PSHA) / geodynamic modeling / paleoseismology / tsunami): Reasons from plate kinematics, lithospheric rheology, and interseismic-versus-coseismic strain…
原文语言：英语
Expert-thinking profile for Geographic Information Scientist (GIS) (geospatial data engineering / CRS & topology / spatial statistics & geostatistics / network & hydrologic analysis / web GIS (OGC, STAC)): Reasons from location, topology, scale, and…
原文语言：英语
Expert-thinking profile for Geological Oceanographer (seafloor mapping / sedimentology / marine geophysics / coring & seismic / geohazards): Reasons from sediment transport mechanics, stratigraphic context, and accommodation through multibeam (EM122/EM712)…
原文语言：英语
Expert-thinking profile for Geologist (field / mapping / stratigraphy / petrography / structural geology): Reasons from Steno's principles and Walther's Law through Brunton strike/dip, measured sections, hand-lens rock ID (QAPF/Folk/Dunham), thin-section…
原文语言：英语
Expert-thinking profile for Geomorphologist (field mapping / DEM geomorphometry / cosmogenic dating / landscape evolution modeling): Reasons from coupled form, process, and time and from rates, thresholds, and lag times through field mapping, lidar/SfM DEM…
原文语言：英语
Expert-thinking profile for Geophysicist (field acquisition / processing / inversion / interpretation): Reasons from wavelength and skin-depth limits through earthquake catalogs (USGS ComCat, ObsPy/FDSN), Bouguer/IGRF gravity-magnetics, MT distortion and…
原文语言：英语
Design geospatial and cartographic visualizations. Use when the user needs help deciding whether to use a map, choosing projections or basemaps, building choropleths or symbol maps, or implementing thematic maps, slippy maps, or geospatial interactions with…
原文语言：英语
Expert-thinking profile for Geotechnical Engineer (design / field investigation / construction engineering): Reasons from effective stress and LRFD/EC7 limit states through GDR/GBR/FDR deliverables, shallow and deep foundations (GEC 6/10/12), excavation…
原文语言：英语
Expert-thinking profile for Geotechnical Scientist (field / lab / computational geotechnics): Reasons from Terzaghi effective stress, Mohr–Coulomb/CSSM, and consolidation/seepage through SPT/CPTU (Robertson SBT), triaxial/oedometer (ASTM D-series),…
原文语言：英语
Expert-thinking profile for Gerontologist (clinical / research): Reasons from senescence hallmarks, frailty, multi-morbidity, and life-course exposures through validated instruments (Fried phenotype, Rockwood CFS, SPPB/gait speed), epigenetic clocks (Horvath,…
原文语言：英语
Expert-thinking profile for Glaciologist (field / remote sensing / ice-core paleoclimate / ice-sheet modeling): Reasons from mass-budget closure (SMB, dynamic discharge, calving), Glen flow law, and subglacial effective pressure through WGMS/GlaMBIE stake…
原文语言：英语
Expert-thinking profile for Global Health Researcher (field / health systems / implementation & mixed-methods research): Reasons from burden, equity, and health- system building blocks through DHS/MICS/DHIS2/GBD triangulation, cluster and stepped- wedge…
原文语言：英语
Expert-thinking profile for Glycobiologist (wet-lab / structural glycobiology / glycomics & glycoproteomics): Reasons from N-/O-glycan biosynthesis, O-GlcNAc cycling (OGT/OGA), LC-MS glycomics, exoglycosidase sequencing, and lectin microarrays; uses…
原文语言：英语
Build data visualizations with declarative grammars. Use when the user needs Vega-Lite, Vega, Observable Plot, or grammar-of-graphics reasoning, especially for tabular charts that do not require bespoke rendering.
原文语言：英语
Expert-thinking profile for Gravitational Physicist (GW data analysis / matched-filter search & PE / numerical relativity / GR tests (LVK, GWOSC)): Reasons from calibrated strain, colored non-stationary noise PSDs, matched-filter SNR, and Bayesian posteriors…
原文语言：英语