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#use-case — Public Fediverse posts

Live and recent posts from across the Fediverse tagged #use-case, aggregated by home.social.

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  1. Geospatial Analysis of Carbon Offset Projects - A Broader Scientific Outlook
    --
    eldhollow.com/blogs/geospatial <-- shared technical blog
    --
    [this post should not be considered an endorsement of a particular organisation, rather scrutinising the spatial use case & technical approach]
    H/T @kyle Arvisais | Forest Carbon Scientist
    “Geospatial analysis is at the core of [the H/T’s company’s] project quality assessments, and [the author is] constantly finding ways to make the pipeline better and ways to use it. [They are] obviously not the only one who uses these types of tools, but to be perfectly honest, the quality of models [they have] seen over the years has been all over the place.
    This blog makes a casual introduction to [their] pipeline while talking about the field at large…”
    --
    “The world has committed to protecting and restoring nature at an unprecedented scale. Whether that commitment delivers what it promises comes down project execution on the ground. Local socioeconomics and forest ecology intertwine to create complex challenges for projects to overcome during implementation, and at the end of the day, projects boil all of these complexities down to one single unit: the carbon credit. So the question becomes: can we actually measure what is happening to a forest, accurately and honestly, and everywhere at once?
    For a long time, the honest answer has been no. Historically, many forest carbon projects overstated their impact. Usually it was because the baseline was too generous, or because the measurements underneath were flawed. For anyone with a stake in nature markets, that uncertainty is one of the core risks.
    Robust geospatial analysis can help mitigate that risk. If you treat a carbon credit as what it really is, a scientific claim, then we can hold it to that standard and assess it objectively. [Their] geospatial pipeline turns satellite data and ground truth data into models about how much forest is standing, how it is changing, and what might put it at risk in the future. The pipeline does this anywhere on Earth…”
    #GIS #spatial #mapping #usecase #carbonoffset #spatialanalysis #spatiotemporal #qualityassessment #objectivity #projectpipeline #model #modeling #application #nature #environment #ecosystems #ecology #local #regional #factors #socioeconomics #forestecology #vegetation #forest #tree #carboncredit #climatechange #climatecrisis #forestcarbonprojects #global

  2. The Importance Of Trusted [spatial] Data In The Real World - And How Geovation Is Evolving
    --
    ordnancesurvey.co.uk/blog/how- <-- shared technical/overview article
    --
    geovation.uk/ <-- shared Geovation home page
    --
    H/T @gareth Sumner | Head of Geovation, Leading innovation, connecting innovators with real world problems and championing design thinking
    “… How can technology 👨‍💻 create meaningful impact in the real world? 🌍
    Today that question feels more relevant than ever.
    While much of the conversation around AI focuses on digital tools and experiences, what I really care about is its potential to improve outcomes in the physical world.
    That's where trusted, foundational data becomes critical – and it has become our north star as Geovation continues to evolve…”
    --
    “Geovation is Ordnance Survey (OS)'s innovation programme, pioneered more than 15 years ago to foster a geospatial ecosystem for startups to solve real world challenges. Now its head, Gareth Sumner, considers the importance of trusted data and AI in today's world and how Geovation is evolving into a national data innovation and impact lab: a place where government data, entrepreneurial talent and real-world challenges come together…”
    #Geovation #AI #machinelearning #innovation #usecase #appliedscience #AI #GeoAI #geospatialecosystem #startups #industrysupport #data #realworld #UK #LocationTech #SpatialInnovation #MappingTheFuture #TechStartups #InnovationHub #Entrepreneurship #FoundersUK #GIS #spatial #mapping #BritainMapped #MadeInUK
    @OrdnanceSurvey | @Geovation

  3. Using Geospatial Analysis and Explainable Machine Learning to Examine Risk Factors of Out-of-Hospital Cardiac Arrest Survival Outcome
    --
    openscholar.uga.edu/record/269 <-- shared technical publication / dissertation
    --
    aag.org/award-grant/william-l- <-- shared @AAG William L. Garrison Award for Best Dissertation in Computational Geography
    --
    [again, way outside any expertise I might have, but fascinating spatial analysis use case…]
    H/T @Jielu Zhang | Postdoctoral Researcher @ Harvard University
    “[The authors] Ph.D. dissertation "Using Geospatial Analysis and Explainable Machine Learning to Examine Risk Factors of Out-of-Hospital Cardiac Arrest Survival Outcome" [1st link above] has received the 2026 biennial William L. Garrison Award for Best Dissertation in Computational Geography from the American Association of Geographers… [2nd link above.]
    In [their] research, [they] develop[ed] Explainable GeoAI and Causal GeoAI methods that combine geographic data and artificial intelligence to expose and ameliorate health disparities by delivering models that not only predict risks but also illuminate how and where to intervene. While [their] dissertation focused on cardiovascular disease, these approaches are broadly applicable to public health, medicine, urban planning, environmental exposure, and resilience research…”
    #explainable #causal #AI #model #modeling #PublicHealth #GIS #spatial #mapping #spatialanalysis #spatiotemporal #AAG2026 #AAG #Award #geostatistics #Georgia #health #risk #hazard #cardiacarrest #cardiovacscular #usecase #metrics #midocine #urbanplanning #resilience #survival #OutofHospital #PhD #Dissertation #CardiacArrest #AutomatedExternalDefibrillator #SpatialOptimization #GeographicallyExplainableArtificialIntelligence #GeoAI #GeoXAI #SpatiallyAwareCausalInference #OverlayedSpatioTemporalOptimization #healthcare #medical #intervention #GIS #spatial #mappingt #spatialanalysis #spatiotemporal #heart #heartattack #AED #survival #survivaloutcomes #machinelearning #AI #publichealth #healthgeographers #counterfactual #explainable #deeplearning #model #modeling

  4. Global Performance of #RemoteSensing Based and Reanalysis-Driven Models to Estimate Open Water Evaporation
    --
    doi.org/10.1029/2025WR042363
    --
    “ABSTRACT: Evaporation plays an essential role in the water cycle, influencing local and regional climates while directly impacting water availability in lakes. However, directly measuring evaporation over water bodies remains challenging due to the high costs of installing and maintaining the required in situ instrumentation. Although several remote sensing algorithms have been providing evaporation estimates, the lack of a global validation hinders our understanding of their relative uncertainties and performances across different regions. Here, [they] analyze[d] the performance of a suite of models that leverage satellite data and meteorological reanalysis to estimate evaporation over lakes worldwide. [They] compare[d] three remote sensing-based models, one reanalysis-driven model and one ensemble approach, using in situ observations from 27 lakes representing a diverse range of geographic and climatic regions. [Their] results demonstrate that, overall, the ensemble outperformed any individual model in terms of accuracy, with a RMSE and a bias of 1.3 and 0.3 mm/day, respectively. These findings highlight the benefits of using an ensemble approach to estimate open water evaporation with satellite-based models at the global scale, leveraging the unique strengths of each model. For the individual models, differences in the representation of heat storage changes and advection effects led to lower values of RMSE and bias, depending on the location and depth of the lakes. This study sets the path for future improvement of open water evaporation algorithms globally, while remote sensing techniques are proven satisfactory to monitoring of water loss in lakes globally, an essential step toward effective large-scale water resources management.
    PLAIN LANGUAGE SUMMARY: Water loss through evaporation in lakes and reservoirs directly affects water availability, which highlights the need to monitor these losses. However, measuring evaporation in situ is challenging and expensive. An alternative is to estimate evaporation using remote-sensing models and compare these estimates with in-situ data to verify their accuracy. Here, [they] evaluated four models and their ensemble (the models' mean value) using measurements from 27 lakes and reservoirs worldwide. [They] found that the ensemble presented higher accuracy and consistency than any individual model because it benefits from the strengths of each model. This approach can guide future improvements in estimating open-water evaporation, which is essential for large-scale water-resource management…”
    #global #mapping #earthobservation #GIS #spatial #spatialanalysis #spatiotemporal #model #modeling #water #hydrology #surfacewater #waterbody #lake #reservoir #evaporation #evapotranspiration #watercycle #weather #meteorology #usecase #waterresources #watermanagement #waterloss #regional #estimate #policy #planning #instrumentation #comparasion

  5. New Digital Tool Helps Farmers Boost Biodiversity In Scotland [spatial]
    (The app is underpinned by trusted data from [UK] Ordnance Survey)
    --
    ordnancesurvey.co.uk/news/new- <-- shared technical article
    --
    biodiversity.scot/ <-- shared Farm Biodiversity Scotland (FarmBioScot) home page
    --
    nature.scot/ <-- shated NatureScot home page
    --
    H/T @Ordnance Survey
    “Most of us use maps to find places. Farmers in Scotland are now using them to help restore nature. 🌿
    A new tool from NatureScot powered by Ordnance Survey data, is being tested with farmers and crofters and helps them map habitats, record wildlife observations and track biodiversity improvements across their land.
    By turning trusted location data into practical insights, FarmBioScot makes it easier to understand the environmental value of the land they manage, support nature recovery and meet requirements for The Scottish Government support schemes.
    It's a great example of how geospatial data can help people make better decisions - benefiting both rural businesses and the natural environment…”
    --
    “NatureScot, Scotland’s nature agency, is testing a new digital tool with farmers and crofters across Scotland to help them consider nature in their business management. The new platform, powered by Ordnance Survey (OS) data, will also make it easier for them to meet requirements for government support schemes.
    Farm Biodiversity Scotland (FarmBioScot) enables users to map habitats, record wildlife observations and track biodiversity improvements on their land through a simple platform, available via both app and web. The tool supports the Scottish Government’s wider ambitions to restore nature while helping farmers demonstrate the environmental value of the land they manage…”
    #GIS #spatial #mapping #biodiversity #digitaltool #usecase #farming #crofters #agriculture #UK #Scotland #NatureScot #habitat #survey #monitoring #wildlife #FarmBioScot #FarmBiodiversityScotland #environment #value #return #funding #records #metrics #rural #business #farm #management #opendata #opensource #publicgood
    #NatureScot | #OrdnanceSurvey

  6. I’m going to give “GoTo Social” a try in the next few days as a potentially lighter alternative to Mastodon. 😉

    Mastodon has been working well and running smoothly for me so far, although, as I understand it, it’s a bit overkill for my needs since I’m just one user with light to moderate daily usage.

    GoTo Social might be able to offer me the features I use regularly while using significantly fewer resources.

    Let’s see how this idea turns out in the coming weeks. 😃

    (Directly translated by deepl.com)

    #Mastodon #GoTo_Social #GoTo #Social #Alternative #HowItWorks #Resources #Efficient #UseCase

  7. Prozessdokumentation

    Warum richten alle das funktionsübergreifende #Flussdiagramm waagerecht aus?

    Bis gestern hab ich das auch getan, obwohl ich nie auf die Idee gekommen wäre #Sequenzdiagramm #Programmablaufplan oder #Usecase Diagramm waagerecht auszurichten. Dann kann man am Schirm gar nicht scrollen 😂

    Senkrecht ist übersichtlich, nutzt den Platz so effektiv, dass man es sogar an die Wand werfen und trotzdem die Texte lesen kann 🤔

    #swimlanediagram #bpmn #bpm #prozessdokumentation #jbpm

  8. AI Haumaru, AI Motuhake Mō Te Māori GIS Kaupapa - Safe, Secure, Sovereign Artificial Intelligence Use For Māori GIS Projects [webinar/training/overview]
    --
    events.teams.microsoft.com/eve <-- shared (past) event page
    --
    kahuiraraunga.io/maoriaigovern <-- shared Te Kāhui Raraunga Māori AI governance framework document
    --
    [very worthwhile and engaging webinar/overview, with an excellent focus on use cases and local LLMs (for data privacy, etc)]
    #webinar #training #overview #GIS #spatial #mapping #reporting #prompts #prompting #NewZealand #LLM #AI #sovereignty #Māori #indigenous #FirstNation #structureduse #informeduse #risks #usecase #local #dataprivacy #iwi #hapū #ArtificialIntelligence
    @Land Information New Zealand

  9. @patrickcmiller

    Well, at least that shut up all the muppets saying there is no #usecase for the always rong #Ai

    #hackers are happy

  10. Spatial Signals [podcast]
    --
    americaview.podbean.com/ <-- shared podcast entry page
    --
    americaview.substack.com/ <-- shared Spatial Signals Substack page
    --
    [note that I am not associated with this podcast in any way, and this post should not be considered an endorsement]
    “Spatial Signals is a podcast about remote sensing, GIS, and geospatial technologies - but more importantly, it’s a podcast about the people who use and apply them. This podcast is sponsored by AmericaView, the national remote sensing network dedicated to empowering Earth Observation…”
    #SpatialSignals #AmericaView #Geospatial #RemoteSensing #GIS #spatial #mapping #GeoAI #OpenSource #podcast #remotesensing #earthobservation #spatialprofessionals #SMEs #socialmedia #GISgeeks #usecase #publicgood #spatialanalysis #spatiotemporal #model #modeling
    @SpatialSignals | @Youngstown State University | @AmericaView

  11. UseCase или как описывать бизнес-процессы в коде

    UseCase - как организовать своё приложение с точки зрения бизнес-процессов, чтобы не погрязнуть в хаосе сервисов, контроллеров и разрозненной логики. Узнать как это

    habr.com/ru/articles/1012988/

    #usecase #application #domain #arhitectura #бизнеспроцессы #бизнеспроцесс #архитектура #бэкенд #php #laravel