24 research outputs found
Measuring the predictability of life outcomes with a scientific mass collaboration.
How predictable are life trajectories? We investigated this question with a scientific mass collaboration using the common task method; 160 teams built predictive models for six life outcomes using data from the Fragile Families and Child Wellbeing Study, a high-quality birth cohort study. Despite using a rich dataset and applying machine-learning methods optimized for prediction, the best predictions were not very accurate and were only slightly better than those from a simple benchmark model. Within each outcome, prediction error was strongly associated with the family being predicted and weakly associated with the technique used to generate the prediction. Overall, these results suggest practical limits to the predictability of life outcomes in some settings and illustrate the value of mass collaborations in the social sciences
G-quadruplex organic frameworks
Two-dimensional covalent organic frameworks often π stack into crystalline solids that allow precise spatial positioning of molecular building blocks. Inspired by the hydrogen-bonded G-quadruplexes found frequently in guanine-rich DNA, here we show that this structural motif can be exploited to guide the self-assembly of naphthalene diimide and perylene diimide electron acceptors end-capped with two guanine electron donors into crystalline G-quadruplex-based organic frameworks, wherein the electron donors and acceptors form ordered, segregated π-stacked arrays. Time-resolved optical and electron paramagnetic resonance spectroscopies show that photogenerated holes and electrons in the frameworks have long lifetimes and display recombination kinetics typical of dissociated charge carriers. Moreover, the reduced acceptors form polarons in which the electron is shared over several molecules. The G-quadruplex frameworks also demonstrate potential as cathode materials in Li-ion batteries because of the favourable electron- and Li-ion-transporting capacity provided by the ordered rylene diimide arrays and G-quadruplex structures, respectively
Fast Triplet Formation via Singlet Exciton Fission in a Covalent Perylenediimide-β-apocarotene Dyad Aggregate
A covalent dyad was synthesized in
which perylene-3,4,:9:10-bis(dicarboximide) (PDI) is linked to β-apocarotene
(Car) using a biphenyl spacer. The dyad is monomeric in toluene and
forms a solution aggregate in methylcyclohexane (MCH). Using femtosecond
transient absorption (fsTA) spectroscopy, the monomeric dyad and its
aggregates were studied both in solution and in thin films. In toluene,
photoexcitation at 530 nm preferentially excites PDI, and the dyad
undergoes charge separation in τ = 1.7 ps and recombination
in τ = 1.6 ns. In MCH and in thin solid films, 530 nm excitation
of the PDI-Car aggregate also results in charge transfer that competes
with energy transfer from <sup>1</sup>*PDI to Car and with an additional
process, rapid Car triplet formation in <50 ps. Car triplet formation
is only observed in the aggregated PDI-Car dyad and is attributed
to singlet exciton fission (SF) within the aggregated PDI, followed
by rapid triplet energy transfer from <sup>3</sup>*PDI to the carotenoid.
SF from β-apocarotene aggregation is ruled out by direct excitation
of Car films at 414 nm, where no triplet formation is observed. Time-resolved
electron paramagnetic resonance measurements on aggregated PDI-Car
show the formation of <sup>3</sup>*Car with a spin-polarization pattern
that rules out radical-pair intersystem crossing as the mechanism
of triplet formation as well
Synthesis, Modular Composition, and Electrochemical Properties of Lamellar Iron SulfidesSynthesis, Modular Composition, and Electrochemical Properties of Lamellar Iron Sulfides
Transition metal chalcogenides with layered structures have emerged as promising materials for energy storage, catalysis, and electronics, among other areas. We have identified a new layered phase of iron sulfide containing interlayer solvated cations. We present an optimized synthesis for the Li+-containing material from an Fe(III) xanthate complex. Structure and composition data indicate the material consists of poorly-ordered iron sulfide layers separated by solvated cations. The lamellar spacing in these materials can be tuned by changing the identity of the cation. Furthermore, the lamellar spacing can also be reversibly tuned by the degree of solvation of the material. The material is electrically conductive and can serve as a pseudocapacitor with comparable performance to commercial materials such as MnO2. Furthermore, these materials also show promise as lithium or sodium ion battery cathodes with good capacity and reversibility
Steric and Electronic Effects of Ligand Substitution on Redox-Active Fe4S4-Based Coordination Polymers
One of the notable advantages of molecular materials is the ability to precisely tune structure, properties, and function via molecular substitutions. While many studies have demonstrated this principle with classic carboxylate‐based coordination polymers, there are comparatively fewer examples where systematic changes to sulfur‐based coordination polymers have been investigated. Here we present such a study on 1D coordination chains of redox‐activeiron-sulfur clusters linked by methylated 1,4‐benzene‐dithiolates. A series of new iron-sulfur based coordination polymers were synthesized with either 2,5‐dimethyl‐1,4‐benzenedithiol (DMBDT) or 2,3,5,6‐tetramethyl‐1,4‐benzenedithiol. The structures of these compounds have been characterized based on synchrotron Xraypowder diffraction while their chemical and physical properties have been characterized by techniques including X‐ray photoelectron spectroscopy, cyclic voltammetry and UV–visible spectroscopy. Methylation results in the general trend of increasing electron‐richness in the series, but the tetramethyl version exhibits unexpected properties arising from steric constraints. All these results highlight how substitutions on organic linkers can modulate electronic factors to fine‐tune the electronic structures of metal‐organic materials.</div
Picosecond Control of Photogenerated Radical Pair Lifetimes Using a Stable Third Radical
Photoinduced electron transfer reactions
in organic donor–acceptor
systems leading to long-lived radical ion pairs (RPs) have attracted
broad interest for their potential applications in fields as diverse
as solar energy conversion and spintronics. We present the photophysics
and spin dynamics of an electron donor − electron acceptor
− stable radical system consisting of a <i>meta</i>-phenylenediamine (mPD) donor covalently linked to a 4-aminonaphthalene-1,8-dicarboximide
(ANI) electron-accepting chromophore as well as an α,γ-bisdiphenylene-β-phenylallyl
(BDPA) stable radical. Selective photoexcitation of ANI produces the
BDPA–mPD<sup>+•</sup>–ANI<sup>–•</sup> triradical in which the mPD<sup>+•</sup>–ANI<sup>–•</sup> RP spins are strongly exchange coupled. The presence of BDPA is
found to greatly increase the RP intersystem crossing rate from the
initially photogenerated BDPA–<sup>1</sup>(mPD<sup>+•</sup>–ANI<sup>–•</sup>) to BDPA–<sup>3</sup>(mPD<sup>+•</sup>–ANI<sup>–•</sup>),
resulting in accelerated RP recombination via the triplet channel
to produce BDPA–mPD–<sup>3*</sup>ANI as compared to
a reference molecule lacking the BDPA radical. The RP recombination
rates observed are much faster than those previously reported for
weakly coupled triradical systems. Time-resolved EPR spectroscopy
shows that this process is also associated with strong spin polarization
of the stable radical. Overall, these results show that RP intersystem
crossing rates can be strongly influenced by stable radicals nearby
strongly coupled RP systems, making it possible to use a third spin
to control RP lifetimes down to a picosecond time scale
Photogenerated Quartet State Formation in a Compact Ring-Fused Perylene-Nitroxide
We report on a novel small organic
molecule comprising a perylene
chromophore fused to a six-membered ring containing a persistent nitroxide
radical to give a perylene-nitroxide, or <b>PerNO</b><sup>•</sup>. This molecule is a robust, compact molecule in which the radical
is closely bound to the chromophore but separated by saturated carbon
atoms, thus limiting the electronic coupling between the chromophore
and radical. We present both ultrafast transient absorption experiments
and time-resolved EPR (TREPR) studies to probe the spin dynamics of
photoexcited <b>PerNO</b><sup><b>•</b></sup> and
utilize X-ray crystallography to probe the molecular structure and
stacking motifs of <b>PerNO</b><sup><b>•</b></sup> in the solid state. The ability to control both the structure and
electronic properties of molecules having multiple spins as well as
the possibility of assembling ordered solid state materials from them
is important for implementing effective molecule-based spintronics
Electron Hopping and Charge Separation within a Naphthalene-1,4:5,8-bis(dicarboximide) Chiral Covalent Organic Cage
We present the stereoselective synthesis
of a chiral covalent organic
cage consisting of three redox-active naphthalene-1,4:5,8-bis(dicarboximide)
(NDI) units by dynamic imine chemistry. Single crystal X-ray diffraction
analysis shows that host–guest interactions and racemic cocrystallization
allow for controlling the solid state structure. Electronic interactions
between the NDI units probed by absorption and circular dichroism
spectroscopies, electrochemistry and theoretical calculations are
shown to be weak. Photoexcitation of NDI leads to intracage charge
separation with a longer lifetime than observed in the corresponding
monomeric NDI and dimeric NDI cyclophane imines. The EPR spectrum
of the singly reduced cage shows that the electron is localized on
a single NDI unit at ambient temperatures and transitions to rapid
hopping among all three NDI units upon heating to 350 K. Dynamic covalent
chemistry thus promises rapid access to covalent organic cages with
well-defined architectures to study charge accumulation and electron
transport phenomena
Spin-Selective Photoreduction of a Stable Radical within a Covalent Donor–Acceptor–Radical Triad
Controlling
spin–spin interactions in multispin molecular
assemblies is important for developing new approaches to quantum information
processing. In this work, a covalent electron donor–acceptor–radical
triad is used to probe spin-selective reduction of the stable radical
to its diamagnetic anion. The molecule consists of a perylene electron
donor chromophore (D) bound to a pyromellitimide acceptor (A), which
is, in turn, linked to a stable α,γ-bisdiphenylene-β-phenylallyl
radical (R<sup>•</sup>) to produce D-A-R<sup>•</sup>. Selective photoexcitation of D within D-A-R<sup>•</sup> results
in ultrafast electron transfer to form the D<sup>+•</sup>-A<sup>–•</sup>-R<sup>•</sup> triradical, where D<sup>+•</sup>-A<sup>–•</sup> is a singlet spin-correlated
radical pair (SCRP), in which both SCRP spins are uncorrelated relative
to the R<sup>•</sup> spin. Subsequent ultrafast electron transfer
within the triradical forms D<sup>+•</sup>-A-R<sup>–</sup>, but its yield is controlled by spin statistics of the uncorrelated
A<sup>–•</sup>-R<sup>•</sup> radical pair, where
the initial charge separation yields a 3:1 statistical mixture of
D<sup>+•</sup>-<sup>3</sup>(A<sup>–•</sup>-R<sup>•</sup>) and D<sup>+•</sup>-<sup>1</sup>(A<sup>–•</sup>-R<sup>•</sup>), and subsequent reduction of R<sup>•</sup> only occurs in D<sup>+•</sup>-<sup>1</sup>(A<sup>–•</sup>-R<sup>•</sup>). These findings inform the design of multispin
systems to transfer spin coherence between molecules targeting quantum
information processing using the agency of SCRPs