161 research outputs found
Collective intelligence in fingerprint analysis
When a fingerprint is located at a crime scene, a human examiner is counted upon to manually compare this print to those stored in a database. Several experiments have now shown that these professional analysts are highly accurate, but not infallible, much like other fields that involve high-stakes decision-making. One method to offset mistakes in these safety-critical domains is to distribute these important decisions to groups of raters who independently assess the same information. This redundancy in the system allows it to continue operating effectively even in the face of rare and random errors. Here, we extend this "wisdom of crowds" approach to fingerprint analysis by comparing the performance of individuals to crowds of professional analysts. We replicate the previous findings that individual experts greatly outperform individual novices, particularly in their false-positive rate, but they do make mistakes. When we pool the decisions of small groups of experts by selecting the decision of the majority, however, their false-positive rate decreases by up to 8% and their false-negative rate decreases by up to 12%. Pooling the decisions of novices results in a similar drop in false negatives, but increases their false-positive rate by up to 11%. Aggregating people's judgements by selecting the majority decision performs better than selecting the decision of the most confident or the most experienced rater. Our results show that combining independent judgements from small groups of fingerprint analysts can improve their performance and prevent these mistakes from entering courts.Jason M. Tangen, Kirsty M. Kent and Rachel A. Searsto
Ballistic electron transport through magnetic domain walls
Electron transport limited by the rotating exchange-potential of domain walls
is calculated in the ballistic limit for the itinerant ferromagnets Fe, Co, and
Ni. When realistic band structures are used, the domain wall magnetoresistance
is enhanced by orders of magnitude compared to the results for previously
studied two-band models. Increasing the pitch of a domain wall by confinement
in a nano-structured point contact is predicted to give rise to a strongly
enhanced magnetoresistance.Comment: 4 pages, 2 figures; to appear in PRB as a brief repor
Tunneling with dissipation and decoherence for a large spin
We present rigorous solution of problems of tunneling with dissipation and
decoherence for a spin of an atom or a molecule in an isotropic solid matrix.
Our approach is based upon switching to a rotating coordinate system coupled to
the local crystal field. We show that the spin of a molecule can be used in a
qubit only if the molecule is strongly coupled with its atomic environment.
This condition is a consequence of the conservation of the total angular
momentum (spin + matrix), that has been largely ignored in previous studies of
spin tunneling.Comment: 4 page
Intracoronary gamma-radiation therapy after angioplasty inhibits recurrence in patients with in-stent restenosis
BACKGROUND: Treatment of in-stent restenosis presents a critical
limitation of intracoronary stent implantation. Ionizing radiation has
been shown to decrease neointimal formation within stents in animal models
and in initial clinical trials. We studied the effects of intracoronary
gamma-radiation therapy versus placebo on the clinical and angiographic
outcomes of patients with in-stent restenosis. METHODS AND RESULTS: One
hundred thirty patients with in-stent restenosis underwent successful
coronary intervention and were then blindly randomized to receive either
intracoronary gamma-radiation with (192)Ir (15 Gy) or placebo. Four
independent core laboratories blinded to the treatment protocol analyzed
the angiographic and intravascular ultrasound end points of restenosis.
Procedural success and in-hospital and 30-day complications were similar
among the groups. At 6 months, patients assigned to radiation therapy
required less target lesion revascularization and target vessel
revascularization (9 [13.8%] and 17 [26.2%], respectively) compared with
patients assigned to placebo (41 [63.1%, P=0.0001] and 44 [67.7%,
P=0.0001], respectively). Binary angiographic restenosis was lower in the
irradiated group (19% versus 58% for placebo, P=0.001). Freedom from major
cardiac events was lower in the radiation group (29.2% versus 67.7% for
placebo, P<0.001). CONCLUSIONS: Intracoronary gamma-radiation used as
adjunct therapy for patients with in-stent restenosis significantly
reduces both angiographic and clinical restenosis
Draft Genome Assembly and Population Genetics of an Agricultural Pollinator, the Solitary Alkali Bee (Halictidae: Nomia melanderi).
Alkali bees (Nomia melanderi) are solitary relatives of the halictine bees, which have become an important model for the evolution of social behavior, but for which few solitary comparisons exist. These ground-nesting bees defend their developing offspring against pathogens and predators, and thus exhibit some of the key traits that preceded insect sociality. Alkali bees are also efficient native pollinators of alfalfa seed, which is a crop of major economic value in the United States. We sequenced, assembled, and annotated a high-quality draft genome of 299.6 Mbp for this species. Repetitive content makes up more than one-third of this genome, and previously uncharacterized transposable elements are the most abundant type of repetitive DNA. We predicted 10,847 protein coding genes, and identify 479 of these undergoing positive directional selection with the use of population genetic analysis based on low-coverage whole genome sequencing of 19 individuals. We found evidence of recent population bottlenecks, but no significant evidence of population structure. We also identify 45 genes enriched for protein translation and folding, transcriptional regulation, and triglyceride metabolism evolving slower in alkali bees compared to other halictid bees. These resources will be useful for future studies of bee comparative genomics and pollinator health research
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