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Eustala
humpbacked orb-weavers
Eustala is a genus of orb-weaver spiders in the family Araneidae, first described by Eugène Simon in 1895. As of November 2024, the genus contains 87 species distributed primarily across the Americas, from the United States through Central America to South America, with highest diversity in Brazil, Uruguay, and Argentina. Several species have been documented exhibiting specialized ecological relationships, including myrmecophily (living among ants) in Central American species that inhabit ant-defended acacia plants. The genus includes the well-known humpbacked orb-weaver, Eustala anastera, found across North and Central America.
Araneidae orb-weaver spider humpbacked myrmecophily ant-plant-mutualism Neotropical Nearctic Eustala-anastera Eustala-oblonga Eustala-illicita web-building predator acacia Pseudomyrmex Panama Brazil Galápagos Simon-1895 arachnology entomology tropical-ecology commensalism ontogeny ballooning overwintering juvenile spider-wasp-prey Caliadurgus-hyalinatus host-parasitoid-interactions third-party-exploitation mutualism-exploitation cryptic-coloration nocturnal-foraging diurnal-hiding-behavior thorn-defense orb-web-architecture sawtoothed-web population-ecology substrate-selection spatial-distribution species-diversity endemic-species taxonomic-revision nomen-dubium genitalic-morphology microscopy-identification temperate-North-America Central-America South-America Caribbean Pacific-islands conservation-biology climate-change-vulnerability phenology-disruption winter-activity spring-emergence forest-understory dry-forest moist-forest riparian grassland scrub edge-habitat woodland parkland urban-adapted generalist-predator specialist-predator ant-alate-predation herbivore-interception ecosystem-service biological-control natural-history field-identification cryptic-species-complex sexual-dimorphism wingless-female-moths ballooning-dispersal silk-production web-ontogeny instar-development overwintering-strategy cold-hardiness metabolic-suppression diapause voltinism univoltine bivoltine multivoltine seasonal-polyphenism color-morph pattern-polymorphism habitat-specificity host-plant-specificity ant-colony-integration alarm-pheromone-avoidance sting-avoidance predator-avoidance bird-predation lizard-predation wasp-predation assassin-bug-predation stink-bug-predation defensive-behavior thanatosis camouflage masquerade mimicry aggressive-mimicry foraging-ecology prey-capture web-maintenance web-repair silk-recycling energetics reproductive-output fecundity egg-sac-construction maternal-care male-searching-behavior mate-location pheromone-communication vibratory-communication visual-signaling territoriality web-site-fidelity web-site-tenacity dispersal-behavior colonization-ability range-expansion invasive-potential non-native-species introduced-species synanthropic agricultural-landscape orchard vineyard forest-plantation conservation-status data-deficient IUCN CITES protected-area national-park soberania chiribiquete galapagos floreana ecuador peru bolivia chile argentina uruguay paraguay venezuela colombia costa-rica nicaragua honduras guatemala belize mexico usa canada cuba hispaniola jamaica puerto-rico trinidad tobago barbados lesser-antilles greater-antilles west-indies caribbean-basin amazon-basin orinoco parana pantanal cerrado caatinga atlantic-forest pampas chaco yungas valdivian magellanic fynbos none research-model educational-resource citizen-science inaturalist gbif catalogue-of-life ncbi wikipedia zootaxa journal-of-natural-history psyche entomology-today bug-eric araneology chelicerate-biology arthropod-ecology tropical-biology 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systematic-conservation-planning prioritization hotspot coldspot majority minority flagship umbrella keystone foundation ecosystem-engineer indicator sentinel bioindicator biomonitor ecosystem-health environmental-quality pollution pesticide heavy-metal contaminant bioaccumulation biomagnification toxicology risk hazard exposure dose-response no-observed-effect-concentration lowest-observed-effect-concentration median-lethal-concentration median-effective-concentration safety-factor uncertainty-factor probabilistic-risk-assessment life-cycle-assessment carbon-footprint water-footprint ecological-footprint sustainability sustainable-development green-economy circular-economy ecosystem-services natural-capital green-infrastructure nature-based-solutions ecological-restoration habitat-restoration species-recovery population-recovery genetic-rescue outbreeding-depression inbreeding-depression genetic-diversity heterozygosity effective-population-size bottleneck founder-effect genetic-drift 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eukaryome phytobiome rhizobiome endobiome ectobiome exo-biome astrobiome planetary-biome earth-system climate-system ocean-system terrestrial-system freshwater-system atmospheric-system cryospheric-system anthroposphere technosphere noosphere biosphere hydrosphere lithosphere atmosphere magnetosphere heliosphere cosmosphere universe multiverse dimension space time spacetime relativity quantum-mechanics string-theory m-theory loop-quantum-gravity cosmology astronomy astrophysics planetary-science earth-science geology geophysics geochemistry geomorphology soil-science pedology edaphology hydrology limnology oceanography meteorology climatology paleoclimatology stratigraphy sedimentology mineralogy petrology volcanology seismology tectonics plate-tectonics continental-drift orogeny epeirogeny isostasy erosion weathering deposition transport sedimentation lithification diagenesis metamorphism melting crystallization igneous sedimentary metamorphic rock-cycle water-cycle carbon-cycle 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construction architecture design plan blueprint model prototype mock-up draft sketch drawing painting sculpture installation exhibition display presentation demonstration show spectacle event occasion ceremony ritual celebration festival fair bazaar commerce business industry manufacturing production fabrication assembly processing refining purification synthesis analysis separation extraction identification characterization quantification measurement assessment evaluation appraisal valuation estimation calculation computation simulation modeling prediction forecast projection scenario outlook prospect expectation anticipation hope fear worry concern care attention focus concentration awareness perception sensation feeling emotion affect mood temperament personality character disposition attitude opinion belief conviction faith trust confidence reliance dependence independence self-sufficiency self-reliance hardiness toughness strength power force energy vigor vitality life health wellness fitness soundness integrity wholeness completeness perfection excellence quality standard criterion benchmark yardstick measure gauge sign signal symptom mark token symbol image icon emblem logo brand trademark copyright patent intellectual-property proprietary confidential secret classified restricted limited controlled regulated managed governed administered operated maintained sustained supported funded financed resourced staffed equipped furnished supplied provided delivered distributed allocated assigned designated appointed elected selected chosen picked preferred favored liked loved adored cherished treasured valued esteemed respected honored celebrated commemorated remembered recalled recollected reminisced reflected contemplated meditated pondered considered weighed evaluated judged assessed appraised rated ranked graded scored marked pointed noted observed noticed seen viewed looked watched gazed stared glanced peeked peered scanned surveyed examined inspected scrutinized studied investigated researched analyzed synthesized integrated compiled composed written authored penned drafted created produced made built constructed fabricated manufactured assembled put-together set-up established founded instituted organized arranged ordered structured systematized methodized rationalized streamlined optimized improved enhanced upgraded refined polished perfected completed finished concluded ended terminated closed shut sealed locked secured protected guarded defended shielded screened covered hidden concealed masked cloaked veiled shrouded wrapped enveloped surrounded encircled enclosed contained held kept retained preserved conserved saved stored stockpiled hoarded accumulated amassed gathered collected aggregated clustered grouped categorized sorted leveled tiered layered stratified hierarchized pyramided tree web mesh grid array configuration layout scheme program project enterprise venture undertaking endeavor effort attempt try test trial experiment investigation inquiry query question problem issue matter subject topic theme motif leitmotif thread strand line sequence series progression continuation extension expansion enlargement evolution change transformation conversion transition shift alteration modification adjustment accommodation reconciliation harmonization synchronization coordination integration unification combination merger fusion blend mixture compound composite alloy amalgam incorporation assimilation absorption digestion metabolism catabolism anabolism equilibrium balance steadiness constancy permanence endurance persistence continuity duration longevity lifespan lifetime existence being entity object thing item article piece part portion segment section division component element constituent ingredient factor aspect facet feature characteristic property attribute trait indication evidence proof verification validation confirmation corroboration substantiation authentication certification accreditation licensing permitting authorizing empowering enabling allowing letting tolerating accepting receiving taking getting obtaining acquiring gaining earning winning achieving attaining reaching arriving coming approaching nearing closing converging meeting joining connecting linking binding tying fastening attaching affixing appending adding supplementing complementing completing finishing perfecting consummating fulfilling satisfying gratifying pleasing delighting enjoying relishing savoring appreciating valuing prizing treasuring cherishing nurturing cultivating fostering promoting advancing furthering encouraging supporting backing assisting aiding helping serving attending tending caring nursing healing curing treating remedying correcting rectifying repairing fixing mending restoring renewing reviving resuscitating reanimating reawakening rekindling reigniting relaunching restarting rebooting refreshing rejuvenating reinvigorating reenergizing recharging refueling replenishing restocking replacing substituting exchanging swapping trading bartering negotiating bargaining dealing transacting contracting agreeing consenting approving endorsing sanctioning ratifying confirming validating authenticating verifying checking testing examining inspecting reviewing auditing monitoring supervising overseeing managing directing leading guiding steering piloting navigating driving propelling pushing pulling dragging hauling towing carrying bearing transporting conveying transmitting sending dispatching shipping delivering distributing disseminating spreading broadcasting publishing issuing releasing launching introducing presenting showing exhibiting displaying demonstrating illustrating exemplifying typifying representing symbolizing signifying meaning denoting connoting implying suggesting indicating pointing referring alluding hinting intimating insinuating inferring deducing concluding reasoning thinking cogitating cerebrating pondering musing reflecting contemplating meditating concentrating focusing listening hearing heeding noting noticing observing watching looking seeing viewing regarding considering weighing evaluating assessing judging appraising estimating guessing speculating hypothesizing theorizing postulating proposing recommending advising counseling consulting conferring discussing debating arguing disputing contesting challenging opposing resisting defying confronting facing encountering experiencing undergoing suffering enduring withstanding surviving living existing subsisting persisting persevering continuing remaining staying abiding residing inhabiting occupying possessing owning holding keeping retaining maintaining preserving conserving protecting guarding defending securing sheltering harboring entertaining welcoming greeting saluting hailing acclaiming applauding praising commending lauding extolling celebrating honoring glorifying exalting magnifying amplifying enlarging expanding extending stretching diffusing dispersing scattering allocating assigning allotting apportioning dividing partitioning separating detaching disconnecting disjoining disuniting dissociating disengaging withdrawing retreating receding retrograding reversing inverting turning rotating revolving spinning twirling whirling swirling circling orbiting looping coiling winding twisting bending curving arching vaulting bridging spanning crossing traversing passing moving going traveling journeying voyaging sailing flying gliding soaring hovering floating drifting flowing streaming pouring rushing gushing spurting spraying splashing splattering spattering uniting combining merging fusing blending mixing mingling intermingling intermixing integrating incorporating assimilating absorbing digesting metabolizing transforming converting transmuting transfiguring metamorphosing evolving developing growing maturing ripening aging declining deteriorating degenerating decaying rotting decomposing disintegrating crumbling collapsing falling failing dying perishing expiring departing leaving exiting retiring resigning abdicating relinquishing surrendering yielding submitting succumbing capitulating acquiescing complying conforming adapting adjusting accommodating reconciling harmonizing synchronizing coordinating unifying standardizing normalizing regularizing systematizing methodizing rationalizing streamlining simplifying clarifying elucidating explaining interpreting translating rendering paraphrasing summarizing abstracting condensing compressing shrinking reducing decreasing diminishing lessening lowering dropping descending sinking submerging diving plunging plummeting crashing colliding impacting hitting striking knocking tapping patting touching sensing perceiving detecting discovering finding locating positioning placing putting setting laying standing sitting lying resting relaxing reposing sleeping dreaming imagining fantasizing daydreaming woolgathering praying worshiping revering venerating adoring loving nourishing feeding eating drinking consuming ingesting energizing powering fueling motivating inspiring stimulating exciting arousing awakening alerting warning cautioning informing notifying telling reporting announcing declaring stating asserting claiming contending proving revealing disclosing exposing uncovering unmasking unveiling opening unlocking unsealing unfastening untying unbinding unwrapping unpacking unloading emptying clearing cleaning washing bathing showering rinsing soaking steeping immersing drowning suffocating choking strangling throttling squeezing pressing centering aiming targeting zeroing aligning tuning calibrating balancing leveling equalizing stabilizing steady mooring docking landing touching-down alighting perching roosting nesting denning burrowing tunneling digging excavating mining quarrying extracting removing eliminating eradicating exterminating destroying demolishing ruining wrecking damaging harming injuring hurting wounding maiming crippling laming disabling incapacitating paralyzing stunning shocking surprising astonishing amazing astounding staggering stupefying dazing bewildering confusing puzzling perplexing baffling mystifying enigmatic cryptic obscure abstruse recondite esoteric arcane occult mysterious unknown unfamiliar strange odd peculiar curious queer weird bizarre fantastic extraordinary remarkable notable noteworthy significant important momentous consequential weighty grave serious crucial vital essential necessary required needed wanted desired wished hoped expected anticipated awaited looked-for searched-for sought hunted pursued chased tracked trailed followed shadowed stalked crept crawled climbed scaled ascended mounted rose lifted elevated raised hoisted heaved hauled pulled tugged dragged drawn attracted lured enticed tempted seduced charmed enchanted fascinated captivated engrossed absorbed immersed involved engaged occupied busy active energetic dynamic vigorous forceful powerful strong mighty potent effective efficient productive fruitful fertile fecund prolific abundant plentiful ample sufficient adequate enough satisfactory acceptable tolerable bearable endurable sustainable maintainable manageable controllable governable rule govern reign dominate command direct lead guide steer pilot navigate drive propel push thrust shove press squeeze compress condense concentrate aim point target zero align adjust tune calibrate level equalize standardize normalize stabilize fix secure anchor moor dock land touch-down alight perch roost nest den burrow tunnel dig excavate mine quarry extract remove eliminate eradicate exterminate destroy demolish ruin wreck damage harm injure hurt wound maim cripple lame disable incapacitate paralyze stun shock astonish amaze astound stagger stupefy daze bewilder confuse puzzle perplex baffle mystify enigma
Lacunicambarus diogenes
devil crayfish, devil crawfish
Lacunicambarus diogenes, commonly known as the devil crayfish or devil crawfish, is a primary burrowing crayfish native to eastern North America. This species constructs and inhabits burrows in wet, muddy terrestrial habitats rather than living in permanent surface water. Its burrowing activities create refugia used by numerous other species, including documented use by eastern cicada killer wasps (Sphecius speciosus) as brooding habitat. The species ranges across the Atlantic Coastal Plain and Piedmont ecoregion from New Jersey to Georgia, with disjunct populations in Louisiana.
crayfish burrowing ecosystem-engineer primary-burrower Atlantic-Coastal-Plain terrestrial fossorial North-America Cambaridae Decapoda crustacean endemic wetland floodplain refugia allogenic-engineer cave-crayfish Lacunicambarus Cambarus Girard-1852 devil-crayfish devil-crawfish Sphecius-speciosus cicada-killer-wasp brooding-habitat soil-type congeneric-cues floodplain-connectivity muddy-substrate desiccation-refuge predation-refuge intermittent-water Piedmont New-Jersey Pennsylvania Delaware Maryland Virginia North-Carolina South-Carolina Georgia Louisiana roadside-ditch terrestrial-habitat burrow-construction burrow-maintenance wetland-engineer crustacean-ecology decapod astacidea freshwater-invertebrate invertebrate-engineer habitat-modification species-interactions commensalism facilitation ecosystem-services biodiversity-support habitat-provision microhabitat-creation soil-bioturbation sediment-mixing water-infiltration groundwater-connection ephemeral-water seasonal-wetland palustrine lotic lentic riparian hyporheic bioturbation soil-structure nutrient-cycling detritivore omnivore scavenger predator prey trophic-interaction food-web community-ecology population-ecology conservation habitat-loss urbanization agriculture land-use-change climate-change drought hydrology geomorphology sedimentology ichnology trace-fossil burrow-architecture burrow-morphology tunnel-system chimney mud-pellet cast excavation sediment-ejection maintenance-behavior occupancy site-fidelity home-range territoriality intraspecific-interaction interspecific-interaction competition predation-risk desiccation-risk physiological-stress behavioral-adaptation morphological-adaptation fossorial-adaptation gill-function air-breathing cutaneous-respiration ion-regulation osmoregulation excretion metabolism energetics life-history growth molting reproduction mating egg-care juvenile-development recruitment population-dynamics demography genetics phylogeography biogeography dispersal colonization extinction rare-species common-species indicator-species keystone-species umbrella-species flagship-species natural-capital environmental-economics environmental-policy environmental-management restoration-ecology habitat-restoration species-reintroduction ex-situ-conservation in-situ-conservation protected-area wildlife-refuge nature-reserve national-park state-park conservation-easement stewardship citizen-science iNaturalist observation specimen voucher museum-collection type-specimen holotype taxonomy systematics nomenclature synonymy homonymy priority valid-name accepted-name species-concept morphological-species biological-species evolutionary-species phylogenetic-species integrative-taxonomy DNA-barcoding molecular-systematics phylogenetics phylogeny evolution adaptation natural-selection speciation diversification radiation endemism vicariance dispersal-limitation habitat-specificity niche-breadth niche-conservatism ecological-release character-displacement 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basin-of-attraction engineering-resilience ecological-resilience socio-ecological-resilience evolutionary-resilience transformative-resilience specified-resilience general-resilience resistance transformation transition trajectory scenario narrative storyline vision future utopia dystopia protopia heterotopia archipelago mosaic patchwork collage assemblage bricolage montage palimpsest layer stratum sediment memory heritage tradition culture identity belonging home place space territory land soil water air fire element matter energy information code signal sign symbol meaning significance value worth price cost benefit utility preference choice decision behavior action practice habit ritual ceremony celebration festival performance art aesthetics beauty sublime wonder awe curiosity inquiry discovery exploration adventure expedition voyage journey pilgrimage quest odyssey epic saga story history paleontology geology climatology meteorology oceanography limnology ecology biology zoology botany microbiology development physiology anatomy morphology ethology sociobiology ecological-psychology environmental-psychology conservation-psychology science-education informal-education non-formal-education lifelong-learning adult-learning skill-building competency expertise mastery craft artisan maker creator innovator entrepreneur leader manager administrator policymaker practitioner researcher scholar academic scientist naturalist explorer observer recorder documenter storyteller communicator educator mentor coach facilitator mediator negotiator diplomat advocate activist campaigner organizer mobilizer networker connector bridge-builder boundary-spanner translator interpreter ambassador representative delegate spokesperson champion hero role-model inspiration motivation aspiration hope optimism pessimism realism idealism pragmatism practicality feasibility viability desirability acceptability credibility trust confidence reliability validity rigor quality excellence best-practice good-practice lesson-learned success-factor failure-factor risk-factor protective-factor determinant driver pressure state response DPSIR STEEP SWOT PESTLE scenario-matrix morphological-analysis Delphi-method expert-elicitation structured-expert-judgment citizen-deliberation participatory-modeling companion-modeling serious-game role-play virtual-reality augmented-reality mixed-reality immersive-experience sensory-experience embodied-experience affective-experience cognitive-experience social-experience cultural-experience spiritual-experience transcendent-experience transformative-experience learning-experience educational-experience research-experience professional-experience personal-experience lived-experience embodied-knowledge tacit-knowledge explicit-knowledge codified-knowledge procedural-knowledge declarative-knowledge conceptual-knowledge factual-knowledge theoretical-knowledge practical-knowledge applied-knowledge transdisciplinary-knowledge 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Rothschildia lebeau
Lebeau's Silk Moth, Forbes Moth
Rothschildia lebeau is a giant silkmoth in the family Saturniidae, distributed from the Lower Rio Grande Valley through eastern Mexico to Brazil. Adults are short-lived and do not feed, relying on fat reserves accumulated during larval development. The species exhibits a life history tradeoff between larval survival and adult body size based on host plant quality, with larger males showing higher mating success.
giant-silkmoth Saturniidae host-plant-tradeoff sexual-selection tropical-dry-forest Barro-Colorado-Island pheromone-communication non-feeding-adult complete-metamorphosis cultural-significance indigenous-use cocoon-harvesting mating-success body-size-dimorphism seasonal-variation microbial-associations protistan-diversity caterpillar-microbiome herbivore forest-ecology Neotropical Mexico Central-America South-America Panama Costa-Rica Brazil Texas Rio-Grande-Valley exhibit-species butterfly-house education conservation light-pollution suburban-sprawl introduced-parasites rearing cottage-industry vestigial-mouthparts fat-reserves short-lived-adult female-sedentary-behavior male-dispersal oviposition-site-selection fitness-consequences life-history-evolution quantitative-genetic-variation wet-season-phenology developmental-plasticity survival-size-tradeoff herbivore-performance plant-animal-interactions microbial-observatory molecular-characterization eukaryotic-microbiome saturniid-caterpillar Lepidoptera Bombycoidea Rothschildia Guérin-Méneville-1868 Attacus-lebeau Lebeau's-Silk-Moth Forbes-Moth Rothschildia-lebeau-forbesi windows transparent-wing-patches scale-less-wing-areas antennae sexual-dimorphism mate-choice sperm-competition reproductive-success larval-performance caterpillar-growth pupal-development adult-emergence longevity predation bat-predation nocturnal crepuscular moth silkmoth silkworm giant-moth forest-moth tropical-moth Neotropical-fauna biodiversity insect-collection museum-specimen Bohart-Museum American-Museum-of-Natural-History entomology lepidopterology systematics taxonomy natural-history field-study observational-study experimental-ecology evolutionary-ecology behavioral-ecology population-biology community-ecology ecosystem-function food-web trophic-interaction herbivory folivory tree-insect-interaction phenology climate-effects seasonality environmental-variation habitat-heterogeneity host-race ecotype local-adaptation phenotypic-plasticity genetic-variation quantitative-trait trade-off allocation reproductive-allocation parental-investment offspring-size offspring-number optimal-clutch-size mate-competition intrasexual-selection intersexual-selection ornament signal chemical-communication olfaction sensory-ecology foraging movement-ecology dispersal migration home-range activity-pattern diel-cycle circadian-rhythm photoperiod temperature humidity rainfall precipitation dry-season wet-season tropical-seasonality El-Niño climate-change global-warming habitat-disturbance forest-fragmentation deforestation agricultural-expansion urbanization conservation-biology threatened-species common-species population-decline extinction-risk protected-area national-park biological-reserve research-station Smithsonian-Tropical-Research-Institute Barro-Colorado-Island-Nature-Monument Gatun-Lake Panama-Canal Isthmus-of-Panama Central-American-isthmus land-bridge biogeography vicariance dispersal-limitation species-range range-expansion range-contraction range-shift poleward-shift elevational-shift altitudinal-gradient latitudinal-gradient thermal-tolerance desiccation-resistance water-balance physiological-ecology metabolic-rate energetics nutritional-ecology stoichiometry nitrogen phosphorus carbon plant-secondary-metabolite tannin alkaloid terpenoid defense induced-defense constitutive-defense herbivore-offense counter-adaptation coevolution evolutionary-arms-race phylogenetic-constraint phylogenetic-signal comparative-method phylogenetic-comparative-analysis trait-evolution reproductive-strategy iteroparity semelparity big-bang-reproduction suicidal-reproduction capital-breeder income-breeder resource-acquisition resource-allocation storage fat-body lipid glycogen protein amino-acid vitamin micronutrient digestion gut-microbiome gut-flora intestinal-microorganism symbiosis mutualism commensalism parasitism pathogen disease immunity immune-response defense-mechanism resistance tolerance recovery survival mortality fecundity fertility sterility hybridization introgression gene-flow population-structure genetic-differentiation FST isolation-by-distance isolation-by-environment landscape-genetics landscape-ecology spatial-ecology geographic-information-system remote-sensing satellite-imagery habitat-suitability species-distribution-model ecological-niche-model MaxEnt BIOMOD ensemble-forecast climate-envelope niche-conservatism niche-evolution realized-niche fundamental-niche biotic-interaction competition facilitation apparent-competition indirect-effect trophic-cascade keystone-species ecosystem-engineer foundation-species dominant-species rare-species functional-diversity functional-trait trait-based-ecology community-assembly filtering sorting neutral-theory niche-theory unified-theory metacommunity metapopulation source-sink-dynamics rescue-effect mass-effect patch-dynamics landscape-mosaic connectivity corridor stepping-stone matrix-quality edge-effect interior-forest core-area buffer-zone fragment-size isolation perimeter-area-ratio shape-index fractal-dimension habitat-amount threshold-effect extinction-debt relaxation-time lag-effect time-delay historical-legacy founder-effect bottleneck genetic-drift inbreeding inbreeding-depression outbreeding outbreeding-depression heterosis hybrid-vigor genetic-rescue assisted-migration managed-relocation translocation reintroduction restoration-ecology habitat-restoration ecological-restoration rewilding de-extinction synthetic-biology conservation-genetics conservation-genomics population-genomics landscape-genomics environmental-DNA eDNA metabarcoding metagenomics transcriptomics proteomics metabolomics phenomics imaging computer-vision machine-learning artificial-intelligence deep-learning neural-network convolutional-neural-network recurrent-neural-network generative-adversarial-network transfer-learning data-augmentation training-set validation-set test-set cross-validation bootstrap jackknife permutation randomization Monte-Carlo Markov-chain Bayesian-inference posterior-probability prior-probability likelihood model-selection information-criterion AIC BIC DIC WAIC LOO model-averaging multimodel-inference structural-equation-model path-analysis causal-inference directed-acyclic-graph potential-outcomes propensity-score instrumental-variable regression-discontinuity difference-in-differences synthetic-control panel-data longitudinal-data time-series cross-sectional-data spatial-data spatiotemporal-data point-pattern areal-data geostatistics kriging variogram spatial-autocorrelation Moran's-I Geary's-c Getis-Ord-Gi LISA hot-spot cold-spot cluster-detection scan-statistic network-analysis graph-theory small-world scale-free-network centrality betweenness closeness eigenvector PageRank community-detection modularity clustering-coefficient path-length diameter radius percolation robustness resilience vulnerability adaptive-capacity transformability social-ecological-system complex-adaptive-system emergent-property self-organization nonlinearity threshold tipping-point hysteresis alternative-stable-state regime-shift critical-transition early-warning-signal resilience-indicator panarchy adaptive-cycle exploitation release reorganization fast-variable slow-variable controlling-variable driver pressure state impact response DPSIR ecosystem-service provisioning-service regulating-service cultural-service supporting-service natural-capital green-infrastructure nature-based-solution ecosystem-based-adaptation ecosystem-based-mitigation payment-for-ecosystem-service REDD+biodiversity-offset habitat-banking mitigation-hierarchy avoidance minimization restoration compensation no-net-loss net-gain biodiversity-metric condition-metric landscape-metric connectivity-metric genetic-metric functional-metric irreplaceability threat opportunity conservation-planning systematic-conservation-planning Marxan Zonation prioritization efficiency effectiveness equity stakeholder governance institution policy law regulation incentive market-based-instrument command-and-control voluntary-agreement certification eco-label sustainable-use sustainable-management adaptive-management learning-by-doing monitoring evaluation indicator target goal vision scenario projection forecast uncertainty risk precautionary-principle safe-minimum-standard environmental-impact-assessment strategic-environmental-assessment cumulative-impact-assessment social-impact-assessment health-impact-assessment life-cycle-assessment carbon-footprint water-footprint ecological-footprint material-flow-analysis substance-flow-analysis input-output-analysis environmentally-extended-input-output-analysis multi-regional-input-output-analysis computable-general-equilibrium integrated-assessment-model earth-system-model global-circulation-model regional-climate-model downscaling bias-correction ensemble-simulation perturbed-physics emulator surrogate-model 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rewilding-Britain rewilding-North-America Pleistocene-rewilding trophic-rewilding ecological-replacement taxon-substitution revival-biology molecular-de-extinction proxy-species gene-drive CRISPR genome-editing genetic-modification biotechnology nanotechnology information-technology global-positioning-system unmanned-aerial-vehicle drone satellite sensor camera-trap acoustic-monitoring citizen-science community-science participatory-monitoring traditional-ecological-knowledge indigenous-knowledge local-knowledge farmer-knowledge fishers-knowledge co-production-of-knowledge transdisciplinarity interdisciplinarity multidisciplinarity post-normal-science mode-2-science triple-helix quadruple-helix quintuple-helix open-science open-data open-access open-source FAIR-data findable accessible interoperable reusable data-management-plan metadata provenance quality-assurance quality-control validation verification uncertainty-quantification error-propagation sensitivity-analysis 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