69 research outputs found

    Tracing Molecular Gas Mass in z ≃ 6 Galaxies with [C ii]

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    We investigate the fine-structure [CII{\rm \scriptsize II}] line at 158μ158\,\mum as a molecular gas tracer by analyzing the relationship between molecular gas mass (MmolM_{\rm mol}) and [CII{\rm \scriptsize II}] line luminosity (L[CII]L_{\rm [CII]}) in 11,125 z6z\simeq 6 star-forming, main sequence galaxies from the SIMBA simulations, with line emission modeled by S\'IGAME. Though most (50100%\sim 50-100\,\%) of the gas mass in our simulations is ionized, the bulk (>50%> 50\,\%) of the [CII{\rm \scriptsize II}] emission comes from the molecular phase. We find a sub-linear (slope 0.78±0.010.78\pm 0.01) logL[CII]logMmol\log L_{\rm [CII]}-\log M_{\rm mol} relation, in contrast with the linear relation derived from observational samples of more massive, metal-rich galaxies at z6z \lesssim 6. We derive a median [CII{\rm \scriptsize II}]-to-MmolM_{\rm mol} conversion factor of α[CII]18M/L\alpha_{\rm [CII]} \simeq 18\,{\rm M_{\rm \odot}/L_{\rm \odot}}. This is lower than the average value of 30M/L\simeq 30\,{\rm M_{\rm \odot}/L_{\rm \odot}} derived from observations, which we attribute to lower gas-phase metallicities in our simulations. Thus, a lower, luminosity-dependent, conversion factor must be applied when inferring molecular gas masses from [CII{\rm \scriptsize II}] observations of low-mass galaxies. For our simulations, [CII{\rm \scriptsize II}] is a better tracer of the molecular gas than CO J=10J=1-0, especially at the lowest metallicities, where much of the gas is 'CO-dark'. We find that L[CII]L_{\rm [CII]} is more tightly correlated with MmolM_{\rm mol} than with star-formation rate (SFR{\rm SFR}), and both the logL[CII]logMmol\log L_{\rm [CII]}-\log M_{\rm mol} and logL[CII]logSFR\log L_{\rm [CII]}-\log {\rm SFR} relations arise from the Kennicutt-Schmidt relation. Our findings suggest that L[CII]L_{\rm [CII]} is a promising tracer of the molecular gas at the earliest cosmic epochs.Comment: 13 pages, 9 figures. Accepted for publication in Ap

    Prediction of a Z(c)(4000) state and relationship with the claimed Z(c)(4025)

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    After discussing the OZI suppression of one light meson exchange in the interaction of with isospin I = 1 , we study the contribution of the two-pion exchange to the interaction and the exchange of heavy vectors, J/psi for diagonal transitions and D-* for transitions of to J/psi rho. We find these latter mechanisms to be weak, but enough to barely bind the system in J = 2 with a mass around 4000 MeV, while the effect of the two-pion exchange is a net attraction, though weaker than that from heavy-vector exchange. We discuss this state and try to relate it to the Z (c) (4025) state, above the threshold, claimed in an experiment at BES from an enhancement of the distribution close to threshold. Together with the results from a recent reanalysis of the BES experiment showing that it is compatible with a J = 2 state below threshold around 3990 MeV, we conclude that the BES experiment could show the existence of the state that we find in our approach

    Computing linkage disequilibrium aware genome embeddings using autoencoders

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    Motivation The completion of the genome has paved the way for genome-wide association studies (GWAS), which explained certain proportions of heritability. GWAS are not optimally suited to detect non-linear effects in disease risk, possibly hidden in non-additive interactions (epistasis). Alternative methods for epistasis detection using, e.g. deep neural networks (DNNs) are currently under active development. However, DNNs are constrained by finite computational resources, which can be rapidly depleted due to increasing complexity with the sheer size of the genome. Besides, the curse of dimensionality complicates the task of capturing meaningful genetic patterns for DNNs; therefore necessitates dimensionality reduction. Results We propose a method to compress single nucleotide polymorphism (SNP) data, while leveraging the linkage disequilibrium (LD) structure and preserving potential epistasis. This method involves clustering correlated SNPs into haplotype blocks and training per-block autoencoders to learn a compressed representation of the block’s genetic content. We provide an adjustable autoencoder design to accommodate diverse blocks and bypass extensive hyperparameter tuning. We applied this method to genotyping data from Project MinE, and achieved 99% average test reconstruction accuracy—i.e. minimal information loss—while compressing the input to nearly 10% of the original size. We demonstrate that haplotype-block based autoencoders outperform linear Principal Component Analysis (PCA) by approximately 3% chromosome-wide accuracy of reconstructed variants. To the extent of our knowledge, our approach is the first to simultaneously leverage haplotype structure and DNNs for dimensionality reduction of genetic data

    First measurement of the helicity asymmetry E in eta photoproduction on the proton

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    Results are presented for the first measurement of the double-polarization helicity asymmetry E for the η\eta photoproduction reaction γpηp\gamma p \rightarrow \eta p. Data were obtained using the FROzen Spin Target (FROST) with the CLAS spectrometer in Hall B at Jefferson Lab, covering a range of center-of-mass energy W from threshold to 2.15 GeV and a large range in center-of-mass polar angle. As an initial application of these data, the results have been incorporated into the J\"ulich model to examine the case for the existence of a narrow NN^* resonance between 1.66 and 1.70 GeV. The addition of these data to the world database results in marked changes in the predictions for the E observable using that model. Further comparison with several theoretical approaches indicates these data will significantly enhance our understanding of nucleon resonances

    First measurement of the polarization observable E in the p→(γ→,π<sup>+</sup>)n reaction up to 2.25 GeV

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    First results from the longitudinally polarized frozen-spin target (FROST) program are reported. The double-polarization observable E, for the reaction γpπ+n\vec \gamma \vec p \to \pi^+n, has been measured using a circularly polarized tagged-photon beam, with energies from 0.35 to 2.37 GeV. The final-state pions were detected with the CEBAF Large Acceptance Spectrometer in Hall B at the Thomas Jefferson National Accelerator Facility. These polarization data agree fairly well with previous partial-wave analyses at low photon energies. Over much of the covered energy range, however, significant deviations are observed, particularly in the high-energy region where high-L multipoles contribute. The data have been included in new multipole analyses resulting in updated nucleon resonance parameters. We report updated fits from the Bonn-Gatchina, J\"ulich, and SAID groups.Comment: 6 pages, 3 figure
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