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CITATION.cff
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cff-version: 1.2.0
title: >-
Zoobot: Adaptable Deep Learning Models for Galaxy Morphology
message: >-
"Please cite the following work when using this software: https://joss.theoj.org/papers/10.21105/joss.05312#"
type: software
authors:
- family-names: Walmsley
given-names: Mike
orcid: https://orcid.org/0000-0002-6408-4181
- family-names: Allen
given-names: Campbell
- family-names: Aussel
given-names: Ben
orcid: https://orcid.org/0000-0003-2592-6806
- family-names: Bowles
given-names: Micah
orcid: https://orcid.org/0000-0001-5838-8405
- family-names: Gregorowicz
given-names: Kasia
orcid: https://orcid.org/0009-0003-0023-6240
- family-names: Slijepcevic
given-names: Inigo Val
orcid: https://orcid.org/0000-0002-7056-9599
- family-names: Lintott
given-names: Chris J.
orcid: https://orcid.org/0000-0001-5578-359X
- family-names: Scaife
given-names: Anna M. M.
orcid: https://orcid.org/0000-0002-5364-2301
- family-names: Jabłońska
given-names: Maja
orcid: https://orcid.org/0000-0001-6962-4979
- family-names: Karchev
given-names: Kosio
orcid: https://orcid.org/0000-0001-9344-736X
- family-names: Lanzieri
given-names: Denise
orcid: https://orcid.org/0000-0003-2787-1634
- family-names: Mohan
given-names: Devina
orcid: https://orcid.org/0000-0002-8566-7968
- family-names: O’Ryan
given-names: David
orcid: https://orcid.org/0000-0003-1217-4617
- family-names: Saiguhan
given-names: Bharath
orcid: https://orcid.org/0000-0001-7580-364X
- family-names: Suárez
given-names: Crisel
orcid: https://orcid.org/0000-0001-5243-7659
- family-names: Guerra-Varas
given-names: Nicolás
orcid: https://orcid.org/0000-0002-9718-6352
- family-names: Velu
given-names: Renuka
identifiers:
- type: doi
value: 10.21105/joss.05312
- type: url
value: 'https://joss.theoj.org/papers/10.21105/joss.05312#'
- type: ascl-id
value: "2203.027"
repository-code: 'https://github.com/mwalmsley/zoobot'
abstract: >-
Zoobot classifies galaxy morphology with Bayesian CNN.
Deep learning models were trained on volunteer
classifications; these models were able to both learn from
uncertain volunteer responses and predict full posteriors
(rather than point estimates) for what volunteers would
have said. The code reproduces and improves Galaxy Zoo
DECaLS automated classifications, and can be finetuned for
new tasks.
keywords:
- galaxies
- deep learning
- morphology
- astronomy
license: GPL-3.0
preferred-citation:
type: article
authors:
- family-names: Walmsley
given-names: Mike
orcid: https://orcid.org/0000-0002-6408-4181
- family-names: Allen
given-names: Campbell
- family-names: Aussel
given-names: Ben
orcid: https://orcid.org/0000-0003-2592-6806
- family-names: Bowles
given-names: Micah
orcid: https://orcid.org/0000-0001-5838-8405
- family-names: Gregorowicz
given-names: Kasia
orcid: https://orcid.org/0009-0003-0023-6240
- family-names: Slijepcevic
given-names: Inigo Val
orcid: https://orcid.org/0000-0002-7056-9599
- family-names: Lintott
given-names: Chris J.
orcid: https://orcid.org/0000-0001-5578-359X
- family-names: Scaife
given-names: Anna M. M.
orcid: https://orcid.org/0000-0002-5364-2301
- family-names: Jabłońska
given-names: Maja
orcid: https://orcid.org/0000-0001-6962-4979
- family-names: Karchev
given-names: Kosio
orcid: https://orcid.org/0000-0001-9344-736X
- family-names: Lanzieri
given-names: Denise
orcid: https://orcid.org/0000-0003-2787-1634
- family-names: Mohan
given-names: Devina
orcid: https://orcid.org/0000-0002-8566-7968
- family-names: O’Ryan
given-names: David
orcid: https://orcid.org/0000-0003-1217-4617
- family-names: Saiguhan
given-names: Bharath
orcid: https://orcid.org/0000-0001-7580-364X
- family-names: Suárez
given-names: Crisel
orcid: https://orcid.org/0000-0001-5243-7659
- family-names: Guerra-Varas
given-names: Nicolás
orcid: https://orcid.org/0000-0002-9718-6352
- family-names: Velu
given-names: Renuka
doi: "10.21105/joss.05312"
url: https://doi.org/10.21105/joss.05312
title: "Zoobot: Adaptable Deep Learning Models for Galaxy Morphology"
journal: "Journal of Open Source Software"
year: 2023
month: 5
volume: 8
number: 85
pages: 5312