Abstract We probed the pole structure of the Pψ N(4312)+ using a trained deep neural network. The training dataset was generated using uniformized independent S-matrix poles to ensure that the resulting interpretation is as model-independent as possible. To prevent possible ambiguity in the interpretation of the pole structure, we included the contribution from the off-diagonal elements of the S-matrix. Our trained model favors a possible three-pole structure of Pψ N(4312)+ signal, with one pole on each of the unphysical sheets. The two poles on two different Riemann sheets can be associated with a pole-shadow pair which is a characteristic of a true resonance. On the other hand, the last isolated pole is most likely associated with the coupled-channel effect in the meson-baryon system. The combined effect of these poles produced a peak below the ΣcD threshold which mimics the line shape of a hadronic molecule.
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