Protocols

All (1474)Explore Protocol Graph

511 protocols

analytical

High-resolution meander delineation using NHD and DEM data

Integration of USGS Digital Elevation Models with National Hydrography Dataset to accurately delineate stream meanders for hydrological modeling when standard DEM resolution is insufficient.

geospatial analysis1 paperUSGS Digital Elevation Models, National Hydrography Dataset (NHD)
analytical

Historical DBP trend analysis for watershed export assessment

Long-term analysis of drinking water treatment facility DBP concentrations to identify seasonal and decadal trends in organic matter export from source watersheds. Uses quarterly regulatory compliance...

water quality monitoring1 paperTableau version 2020.4
analytical

Historical census record linkage for dispersal analysis

Method for linking individuals in a historical cohort to their childhood census records using multiple matching criteria including name, birth date, birthplace, and parental information. Employs proba...

historical demography1 paper1880 US Census records, ancestry.com database...
analytical

Historical climate trend analysis (Pieridae)

Analysis of long-term temperature records from weather station data to characterize climate change trends and temperature frequency distributions over multi-decade periods.

climatological1 paperNational Climate Data Center database
analytical

Historical hunting regulation documentation and mapping (Aves)

Comprehensive compilation and spatial analysis of hunting season regulations across jurisdictions over 150-year period, including digitization of harvest boundaries and calculation of area-weighted re...

regulatory analysis1 paperArcMap version 10.2, literature sources...
analytical

Historical trapping record analysis (Dipodidae)

Retrospective analysis of existing long-term trapping data to examine relationships between capture success and environmental variables like distance to water and riparian vegetation.

spatial pattern analysis1 paperexisting census grid trap data
analytical

Hypogene mineral zoning analysis

Systematic mapping and analysis of mineral assemblage distribution patterns from central pyritic zones to peripheral base-metal zones to understand paragenetic sequences and hydrothermal fluid evoluti...

mineralogical1 papergeological mapping tools
analytical

I3SPattern+ (Amphibia)

Quantitative analysis of biofluorescent patterns using mark-recapture identification software to generate similarity scores between individuals by comparing key pattern points.

pattern recognition1 paperI3SPattern+ software
analytical

ICP-AES elemental analysis

Acid digestion of plant and soil samples followed by Inductively Coupled Plasma-Atomic Emission Spectrometry to quantify metal concentrations in tissues. Standard laboratory protocol for elemental ana...

chemical analysis1 papernitrile gloves, plastic vials...
analytical

IUCN Red List Area of Occupancy calculation

Calculation of species area of occupancy (AOO) using filtered GBIF occurrence records and standardized grid-based methods following IUCN guidelines for conservation assessment.

biogeographic analysis1 paperR software, red package...
analytical

IUCN Red List assessment (Apidae)

Analysis of conservation status patterns across bumble bee species categorized by tongue length using IUCN Red List assessments to test whether long-tongued species are more vulnerable.

conservation assessment1 paper
analytical

ImageJ fluorescence brightness quantification (Amphibia)

Digital image processing workflow using ImageJ to convert fluorescence images to grayscale, define anatomical regions of interest, and quantify maximum brightness values for statistical analysis.

image analysis1 paperImageJ software
analytical

Independent contrasts analysis (Megapodiidae)

Uses phylogenetically independent contrasts and concentrated changes tests to examine relationships between species traits while controlling for shared evolutionary history. Employs multiple algorithm...

phylogenetic1 paperMacClade 4.03, SPSS 11
analytical

Information-theoretic model selection (Mammalia)

Logistic regression modeling with AIC-based model selection to identify climatic and habitat drivers of pika persistence, using Nagelkerke's max-rescaled R² for model evaluation.

statistical modeling1 paperPRESENCE program
analytical

Insect morphospecies identification (Asteraceae)

Identification of parasitoid wasps and seed predators through morphological characteristics including size, mouth parts, and coloration, supplemented by microscopic examination.

taxonomic identification1 papermicroscope, nets...
analytical

Kellogg Biological Station pH protocol

Standard suite of sediment physical and chemical analyses including bulk density, pH, loss-on-ignition, and root biomass content to characterize biogeochemical properties of pond sediments.

sediment properties1 papersediment corer, drying oven...
analytical

Keras deep learning image classification (Cricetidae)

Deep learning neural network model development using Keras library to automatically classify small mammal species from camera trap photographs.

computer vision1 paperKeras deep learning library, Python programming environment
analytical

Kjeldahl digestion (Plantae)

Standard Kjeldahl digestion method for determining total nitrogen and phosphorus content in plant tissues through acid digestion followed by colorimetric analysis.

chemical1 paperKjeldatherm digestion block, SmartChem 200 discrete analyser
analytical

L-DOPA assay

Spectrophotometric assay measuring phenol oxidation capacity using L-3,4-dihydroxyphenylalanine substrate with absorbance detection at 460 nm. Widely used to quantify oxidative enzyme activity includi...

enzyme activity1 paperHamilton blender, 96-well plates...
analytical

LC-MS plant metabolomics (Poaceae)

Extraction of plant metabolites using methanol/acetonitrile/water solvent followed by liquid chromatography-mass spectrometry analysis. Characterizes plant metabolomic profiles for correlation with fu...

metabolomics1 paperHPLC grade solvents, Synergi 2.5 μm reverse-phase Hydro-RP column...
analytical

Landsat NDVI time series reconstruction

Method to reconstruct continuous daily NDVI time series from sparse Landsat satellite observations using LSTM neural networks with cloud masking and gap-filling.

remote sensing1 paperLandsat 5 satellite, Landsat 7 satellite...
analytical

Landscape fragmentation-based snow heterogeneity quantification

Novel index combining landscape ecology fragmentation metrics to quantify snow patchiness. Integrates configuration metrics (patch number, spatial arrangement) with composition metrics (fractional cov...

landscape ecology1 paperSciPy distance_transform_edt function
analytical

Leave-one-out cross-validation (Asteraceae)

Iterative procedure removing single data points, refitting models, and predicting missing values to assess model accuracy using NRMSE.

model validation1 paperR software, hydroGOF package
analytical

Lepidoptera-specific antibody development (Nymphalidae)

A bioinformatics and immunological approach to develop species-specific antibodies for lepidopteran FOXO and mTOR proteins using transcriptome data, sequence analysis, epitope identification, and poly...

molecular1 paperGeneliousPrime, uniprot.org database
analytical

Lidar snow depth thresholding (Plantae)

Method to convert continuous lidar-measured snow depth to binary snow presence/absence using a fixed depth threshold. Standard approach for creating training data from airborne lidar surveys.

remote sensing1 paperNASA Airborne Snow Observatory lidar
analytical

Linear interpolation phenological analysis (Plantae)

Statistical method to determine phenological onset and end dates using linear interpolation between census dates to estimate when 10% and 90% of samples were counted for both syrphids and flowering pl...

temporal analysis1 paper
analytical

Linear lapse rate evaluation using R² performance metrics

Assessment of linear regression performance for temperature-elevation relationships using R² values as measure of model fit. Linear lapse rates calculated only for days with exceptionally good linear ...

statistical modeling1 paperSciPy Python package
analytical

Linear mixed-effects variance partitioning (Bovidae)

Statistical approach using linear mixed-effect models to partition variance in repeated morphometric measurements into individual, temporal, and measurement error components. Includes resampling analy...

statistical modeling1 paperR software, lme4 package
analytical

Linear regression analysis (Fungi)

Statistical analysis approach using linear regressions to test relationships between elevation and biological response variables. Includes model comparison and evaluation of various regression types i...

statistical modeling1 paperSAS JMP statistical software
analytical

Literature review synthesis of aspen-fire relationships (Plantae)

Systematic review and synthesis of published literature on quaking aspen ecology, fire regimes, and population dynamics in the Rocky Mountain region. Integration of findings across multiple spatial an...

meta-analysis1 paper
analytical

Literature synthesis of egg-juvenile recruitment patterns (Insecta)

Comprehensive review of published studies examining relationships between egg densities and subsequent juvenile stages across multiple taxa and ecosystems. Used established conceptual framework to pro...

systematic review1 paper
analytical

Logistic growth curve fitting (Plantae)

Fitting logistic growth models to disease prevalence time series to extract key epidemiological parameters for subsequent environmental correlation analysis.

epidemiological modeling1 paperR statistical software version 4.2.0
analytical

Lupine alkaloid extraction and GC analysis (Fabaceae)

Comprehensive method for extracting quinolizidine and piperidine alkaloids from plant tissues using acid-base extraction followed by GC/FID and GC/MS analysis for identification and quantification.

chemical analysis1 paperRugged Rotator, Shimadzu GC-2010...
analytical

MARK survival analysis (Parulidae)

Time-sensitive hierarchical modeling using logit link function in program MARK to analyze daily nest survival with multiple covariates and model selection using AICc criteria.

survival analysis1 paperprogram MARK
analytical

MCMCglmm analysis

Estimation of genetic parameters including heritability and genetic variance-covariance matrices using generalized linear mixed models with Bayesian MCMC methods.

statistical modeling1 paperMCMCglmm R package
analytical

MODIS spectral indices

Calculation of snow and vegetation indices from MODIS spectral bands including NDSI, NDSI7, NDFSI, NDVI, and NDFSI for characterizing surface properties relevant to snow cover.

remote sensing1 paperMODIS Terra satellite, NASA Earth Science Data Systems
analytical

Machine learning bedrock property prediction

Extremely randomized trees regression model to predict subsurface electrical resistivity from surface geomorphological and vegetation parameters, enabling watershed-scale bedrock characterization.

computational1 paperPython, scikit-learn package
analytical

Marmot alarm call acoustic analysis (Icteridae)

Analysis of recorded alarm vocalizations for nonlinear acoustic phenomena including subharmonics, biphonation, deterministic chaos, entropy and goodness of pitch measures.

bioacoustics1 paperdirectional microphones, recording equipment...
analytical

Matrix resistance estimation via maximum likelihood (Lycaenidae)

Maximum likelihood approach to estimate relative resistances of different matrix types to butterfly movement, modeling movement as inverse power function of distance.

movement modeling1 paperMATLAB4
analytical

Maximum likelihood morphological clustering (Polemoniaceae)

Model-based clustering of morphological data using maximum likelihood methods with Bayesian Information Criterion for model selection, testing 1-9 cluster models to determine optimal population struct...

multivariate statistics1 paperR software, Mclust procedure
analytical

Maximum likelihood phylogenetic reconstruction (Limnephilidae)

Construction of phylogenetic trees from DNA sequence alignments using maximum likelihood method with HKY model and bootstrap analysis in PAUP*.

phylogenetic1 paperPAUP* 4.0b8/4.0a78, CLUSTAL W
analytical

Meta-analysis (Plantae)

Systematic literature review and quantitative synthesis examining how fungal symbionts modify plant responses to global change factors using effect size calculations and weighted linear models.

meta-analysis1 paperISI Web of Science database, WebPlotDigitizer v. 2.4...
analytical

Meta-analysis (Sciuridae)

Systematic search, selection, and quantitative synthesis of studies examining age and sex differences in mammalian alarm call responses. Converts diverse study statistics to standardized effect sizes ...

meta-analysis1 paperWeb of Science database, META-ANALYSIS Programs 5.3
analytical

Meteorological variable derivation with backward accumulation

Processing of PRISM daily precipitation and temperature data to derive snow-relevant variables through backward time accumulation from observation dates, including snowfall estimation and degree-day c...

climatological1 paperPRISM Climate Group dataset
analytical

Michaelis-Menten tree growth modeling (Plantae)

Generalized Michaelis-Menten growth function modeling annual canopy volume change as a function of initial size and environmental covariates, with skewed-t measurement error to account for LiDAR proce...

demographic modeling1 paperrstanarm R package
analytical

Microbial dormancy molecular analysis

DNA and RNA co-extraction followed by cDNA synthesis and next-generation sequencing to assess relative abundance of active versus dormant microbial operational taxonomic units. Uses ratio of rRNA to r...

molecular1 paperMoBio DNeasy kits, RNeasy kits...
analytical

Microplastic particle identification and quantification

Visual counting and sizing of microplastic particles followed by FTIR spectroscopic confirmation of polymer composition.

microscopy and spectroscopy1 papermicroscopy equipment for visual counting, Fourier Transform Infrared (FTIR) spectroscopy...
analytical

Mixed effects ANCOVA (Plantae)

Mixed effects analysis of covariance testing effects of water availability and environmental covariates on nectar production and flower color. Includes multiple interaction terms and site as a factor.

statistical modeling1 paper
analytical

Monte Carlo carbon cycle uncertainty quantification

Monte Carlo approach to quantify uncertainty in terrestrial carbon cycle responses and determine plausible ranges of human emissions compatible with specific atmospheric CO2 concentrations. Incorporat...

uncertainty analysis1 paperMonte Carlo simulation framework
analytical

Multi-resolution meteorological forcing evaluation

Systematic comparison of watershed model performance using meteorological forcing datasets at different spatial and temporal resolutions. Evaluates how forcing resolution affects simulated hydrologic ...

model sensitivity analysis1 paperPRISM Climate Group datasets, Daymet v4...