290 research outputs found

    Memory as Bayesian inference: On the connection between memory and the second law of thermodynamics

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    A recent theoretical paper by Leonard Mlodinow and Todd Brun suggests that the functioning of physical records or memories is never accompanied by a decrease in entropy, meaning that all memories align with the thermodynamic arrow of time. In this thesis, we characterize a class of physical systems as memories in terms of inferences that can be made about the state of the world, given certain information about these systems. Tools from Bayesian probability theory are used to quantify the informativeness and reliability associated with such inferences. Based on consideration of two model systems, one classical and one quantum, we argue in favor of Mlodinow and Brun\u27s claim that the functioning of memory systems is conditioned by thermodynamic constraints. For the classical model, we show that a memory which operates against the thermodynamic arrow, and thus remembers a relatively high-entropy state, is much less informative than a similar memory which aligns with the thermodynamic arrow. Our analysis of the quantum model, expressed in the density matrix formalism of quantum mechanics, allows us to consider the inferences that can be made when a quantum system is coupled to a simple type of quantum memory system. We ultimately show that these inferences can be expressed in terms of a probabilistic matrix completion problem

    Accuracy of IOL Power Calculation Formulas for AcrySof SN60WF versus Tecnis ZCB00 Intraocular Lenses

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    Purpose: To compare the accuracy of various intraocular lens power formulas for two monofocal hydrophobic foldable lenses, the AcrySof SN60WF and the Tecnis ZCB00. Methods: This retrospective study included 409 eyes from 409 patients who underwent uncomplicated cataract surgery (299 eyes with SN60WF and 110 eyes with ZCB00). Biometry was performed for all eyes with an IOLMaster 700. Predicted refraction from five different IOL power formulas (Barrett Universal II, Haigis, Hoffer-Q, Holladay 2, and SRK/T) was compared to postoperative refraction at one to three months for the following axial length strata: short eyes (<22.5 mm), medium eyes (22.5–25.5 mm), and long eyes (>25.5 mm). Results: In patients with medium eyes, there were no significant differences in the mean absolute error (MAE) and the percentage of eyes within ±0.5 D (%±0.5 D) between both IOLs. In short eyes, although MAE was similar between both lenses, %±0.5 D was significantly higher for Barrett Universal II in ZCB00 than in SN60WF (P = 0.01) while Hoffer-Q and Holladay 2 performed equally for both lenses. In long eyes, ZCB00 had a higher MAE than SN60WF for Barrett Universal II, Haigis, and Hoffer-Q. Additionally, in long eyes, the percentage of eyes within %±0.5 D was significantly higher for SN60WF than ZCB00 for all formulas (P < 0.001). Conclusion: Although there were no significant differences in the formula accuracy between these two lenses in medium eyes for all formulas and in short eyes for most formulas, the accuracy decreased significantly in long eyes for ZCB00 compared to SN60WF. The effect of IOL model on the postoperative outcomes should be further investigated

    Challenging perspectives on the cellular origins of lymphoma.

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    Both B and T lymphocytes have signature traits that set them apart from other cell types. They actively and repeatedly rearrange their DNA in order to produce a unique and functional antigen receptor, they have potential for massive clonal expansion upon encountering antigen via this receptor or its precursor, and they have the capacity to be extremely long lived as 'memory' cells. All three of these traits are fundamental to their ability to function as the adaptive immune response to infectious agents, but concurrently render these cells vulnerable to transformation. Thus, it is classically considered that lymphomas arise at a relatively late stage in a lymphocyte's development during the process of modifying diversity within antigen receptors, and when the cell is capable of responding to stimulus via its receptor. Attempts to understand the aetiology of lymphoma have reinforced this notion, as the most notable advances to date have shown chronic stimulation of the antigen receptor by infectious agents or self-antigens to be key drivers of these diseases. Despite this, there is still uncertainty about the cell of origin in some lymphomas, and increasing evidence that a subset arises in a more immature cell. Specifically, a recent study indicates that T-cell lymphoma, in particular nucleophosmin-anaplastic lymphoma kinase-driven anaplastic large cell lymphoma, may originate in T-cell progenitors in the thymus.T.I.M.M. was supported by a Bloodwise Gordon Piller Studentship.This is the final version of the article. It first appeared from The Royal Society via https://doi.org/10.1098/rsob.16023
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