loisplayer.bsky.social
Behavioural Scientist | Climate Policy & Behaviour Change 🌏 | Novel Computational Methods - NLP & LLMs 👩💻 | Research Consultant | Currently Contracting at European Climate Foundation ✨
loisplayer.com
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Huge thanks to my co-authors - Ryan Hughes, Kaloyan Mitev, @lwhitmarsh.bsky.social, @christinademski.bsky.social, Nick Nash, Tris Papakonstantinou, & Mark Wilson — a dream team of qual, quant, & ML expertise.
Thanks also to AAPS CDT- without whom Ryan and I would never have begun this project! 🚀
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The code is totally open-access - and we are building a user-friendly interface now! 👩🏼💻
Want to participate in an early pilot or receive updates?
Sign up: tinyurl.com/DECOTAform
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Even as a preprint, DECOTA drew significant interest from policymakers for its potential to:
• Provide rapid insights in time-sensitive situations
• Scale analysis to huge datasets that could not be analysed manually
• Support more interpretative qual work 💭
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We tested DECOTA on 4 human-coded datasets. It identified:
• 92% of all human-coded sub-themes
• 90% of main themes
…in just 10 minutes and $0.82 per dataset 🚀
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DECOTA uses fine-tuned LLMs to analyse open-ended text data - with no human input needed.
It’s a transparent 6 step process, that outputs:
- Themes & sub-themes in the data
- Their prevalence
- How they vary by demographic group
- Example quotes
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The mad stampeed when they announce the platform 😂
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Thanks Jake! Great to see these trends coming to the fore 👑
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Thank you so much @masharemskar.bsky.social 🥹 what a journey it was 🤍
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Thanks so much Jake! ☺️
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Thank you so much Emma!
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A huge thank you to my amazing supervisory team
@lwhitmarsh.bsky.social & @christinademski.bsky.social for your unfaltering support always - and many other incredible people along the way 🌟
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Congrats to you both Emma! ☺️
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Huge huge achievement & end of an incredible era 🥹👏✨️
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Hey Yara! These are really cool findings & love the look of your work. I'm at Bath Uni just finishing my PhD & have used LLMs in context of understanding climate policy support. Your application looks v interesting & would love to chat sometime!
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Love this hahaha
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I haven't! Sounds super useful - will have a look thank you! :)
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This looks so useful - thank you Charlotte! I definitely found it tricky at first to find good resources on open science, so this is invaluable :)
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Great to see you on BBC Aaron! Totally agree there's a lot more adaptation that could be done. The floods are terrible but hopefully will encourage some action!
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Hello! Please could I be added to this? I'm a behavioural scientist, working mostly in climate behaviours & policy :)
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Hello! Please could I be added? A lot of my work is around public support for Clean Air Zones :) Thank you!
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Hi Emilio! I'd love to be added to this if possible - some of my work develops & validats novel NLP methodologies using LLMs. Thank you! :)
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Hey Meredith! Please can I be added to this? I'm a psychologist studying public support for climate policies :) Thank you!
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Hello! Please can I be added to this? Part of my research uses AI (LLMs) for analysing climate policy data. Thank you!
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Would love to be added to this please :)
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Hello - thanks for making this! I research public support for climate policies at Uni of Bath & CAST Centre - would love to be added to this starter pack if possible :)
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Hi Marcus - hope you & the CCC team are doing well! Wondering if you can please add me to this starter pack too? My research is still around public support for climate policies in the UK :)
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Hi Susan, please can I be added to this? Thank you for making it!