Pith. Sign in

RECORD

The Star Clusters As Links between galaxy Evolution and Star formation (SCALES) project I: Numerical method

Astrophysics of Galaxies · Submitted 8 Aug 2024

abstract compiled · 2026-09-23 · no language-model review

The authors' main claim This makes feedback more efficient at ionising and disrupting the cloud than if we were to use a standard star formation approach, indicating that our numerical method is the missing critical step to model the interplay between star clusters and their host galaxies.

how it is stated · hedged possibility 0.80 read the record →

Comment (0) Read on arXiv ↗
Cite ▾
arXiv ID2408.04694 (version 1)
Pith ID5CLDDVYI, Pith's permanent record of this paper and its review
CitationAlison Sills, Hui Li, Marta Reina-Campos, Oleg Y. Gnedin. "The Star Clusters As Links between galaxy Evolution and Star formation (SCALES) project I: Numerical method." arXiv:2408.04694 (2024). https://pith.science/paper/5CLDDVYI
Claim paper

The compiled record

The paper's own sentences, arranged. Each label is drawn from a closed vocabulary; the number beside it is the probability the classifier gave that label. Numbers in the tables are the authors', checked by code. No sentence in this record was written by a model.

Open the compiled record

Compiled by classifier-1.13.0 via TypeSafe API, question bank abstract-p1-20260923, 2026-09-23: 1 request, 6,501 input tokens.

What the abstract itself states, as probabilities: claims first 0.21 · states limitation 0.14 · human participants 0.01 · controlled comparison 0.39 · randomized assignment 0.01 · states quantitative result 0.98 · compares with prior results 0.68 · mentions code or data availability 0.04.

The abstract, sentence by sentence

arXiv listing abstract v1. Results and the main claim are underlined; .

Stellar clusters are critical constituents within galaxies: they are the result of highest-density star formation, and through their spatially and temporally correlated feedback they regulate their host galaxy evolution. We present a novel numerical method to model star clusters as individual units of star formation using sink particles. In our method, star clusters grow via gas accretion and via merging with less massive clusters. We describe the implementation in the radiation hydrodynamics code GIZMO and run a large grid of marginally bound, turbulent clouds of $10^7~{\rm M}_{\odot}$ to explore the effect of modeling ingredients on the evolution of the clouds and the star clusters. We find both gas accretion and mergers to be critical processes to form star clusters of masses up to $\sim10^5$-$10^6~{\rm M}_{\odot}$, while ionising radiation is the main feedback mechanism regulating the growth of star clusters. The majority of our star clusters assemble their mass in $0.3$-$2.6~{\rm Myr}$, and the most massive ones take $\sim10~{\rm Myr}$. By removing high density gas by accretion, our sink-based cluster formation prescription allows the newly-formed star clusters to inject their stellar feedback in less dense environments. This makes feedback more efficient at ionising and disrupting the cloud than if we were to use a standard star formation approach, indicating that our numerical method is the missing critical step to model the interplay between star clusters and their host galaxies.

background contribution method result interpretation main claim

What the classifier reports for each sentence. The number is the probability it gave the label.
#sentencerolethe authors' own workstates the main conclusionstrength
s0 Stellar clusters are critical constituents within galaxies: they are the result of highest-density star formation, and through their spatially and temporally correlated feedback they regulate their host galaxy evolution. background 1.00 0.05 0.05 asserted 1.00
s1 We present a novel numerical method to model star clusters as individual units of star formation using sink particles. contribution 0.91 0.94 0.06 asserted 0.99
s2 In our method, star clusters grow via gas accretion and via merging with less massive clusters. method 0.99 0.55 0.04 asserted 1.00
s3 We describe the implementation in the radiation hydrodynamics code GIZMO and run a large grid of marginally bound, turbulent clouds of $10^7~{\rm M}_{\odot}$ to explore the effect of modeling ingredients on the evolution of the clouds and the star clusters. method 0.98 0.96 0.03 asserted 0.96
s4 We find both gas accretion and mergers to be critical processes to form star clusters of masses up to $\sim10^5$-$10^6~{\rm M}_{\odot}$, while ionising radiation is the main feedback mechanism regulating the growth of star clusters. result 1.00 0.97 0.48 asserted 1.00
s5 The majority of our star clusters assemble their mass in $0.3$-$2.6~{\rm Myr}$, and the most massive ones take $\sim10~{\rm Myr}$. result 1.00 0.96 0.07 asserted 1.00
s6 By removing high density gas by accretion, our sink-based cluster formation prescription allows the newly-formed star clusters to inject their stellar feedback in less dense environments. interpretation 0.60 0.83 0.11 asserted 0.99
s7 This makes feedback more efficient at ionising and disrupting the cloud than if we were to use a standard star formation approach, indicating that our numerical method is the missing critical step to model the interplay between star clusters and their host galaxies. interpretation 1.00 0.78 0.60 hedged possibility 0.80

What kind of paper the classifier reports this is: method or tool 0.98 · evidence from simulation or computation 1.00.

What was examined, and what was not

sources read
  • arXiv listing abstract v1
not examined
  • full text
  • figures and tables
  • references and citing sentences
  • relations to other papers
levels run
  • P abstract
not run
  • S sections
  • T body sentences
  • C citations
  • R cross-paper relations

Every quoted sentence on this record is the authors'. Every label is from Pith's closed vocabulary, with the probability shown beside it. Every number in the measurements table is the authors', checked by code. Record as JSON

The paper
Original abstract

Stellar clusters are critical constituents within galaxies: they are the result of highest-density star formation, and through their spatially and temporally correlated feedback they regulate their host galaxy evolution. We present a novel numerical method to model star clusters as individual units of star formation using sink particles. In our method, star clusters grow via gas accretion and via merging with less massive clusters. We describe the implementation in the radiation hydrodynamics code GIZMO and run a large grid of marginally bound, turbulent clouds of $10^7~{\rm M}_{\odot}$ to explore the effect of modeling ingredients on the evolution of the clouds and the star clusters. We find both gas accretion and mergers to be critical processes to form star clusters of masses up to $\sim10^5$-$10^6~{\rm M}_{\odot}$, while ionising radiation is the main feedback mechanism regulating the growth of star clusters. The majority of our star clusters assemble their mass in $0.3$-$2.6~{\rm Myr}$, and the most massive ones take $\sim10~{\rm Myr}$. By removing high density gas by accretion, our sink-based cluster formation prescription allows the newly-formed star clusters to inject their stellar feedback in less dense environments. This makes feedback more efficient at ionising and disrupting the cloud than if we were to use a standard star formation approach, indicating that our numerical method is the missing critical step to model the interplay between star clusters and their host galaxies.

Human review
References
How the literature uses it

4 arXiv papers cite this in 5 sentences

Each citing sentence is taken from the citing paper's LaTeX source and typed by Pith's classifier. A label appears at probability 0.8 or more (0.95 for support), a contest at 0.7 or more; the quoted words are the citing authors'. How each label was checked · JSON

Papers citing it · 3 sentences without a confident label

Cites it as support 1 paper
  • Although it is not possible to confirm observationally whether the most massive YMCs in starbursts in the local Universe are forming through sub-cluster mergers – let alone GCs at high redshift – there is strong evidence from simulations that the most massive star clusters assemble from the repeated mergers of smaller sub-clusters [ref] .

    Massive Star Cluster Formation with Binaries. I. Evolution of Binary Populations · Implication for globular cluster formation · 0.96

Cites it as background 1 paper

What it cites · 7 sentences without a confident label

Compares with 1 paper
Cites as background 3 papers

Discussion

Know something about this paper? Leave a comment, or highlight any passage above to comment on it.