IBOV 167,921.80 ▼ 0.75% IPC MEX 69,779.20 ▼ 0.01% MERVAL 2,848,945 — — USD/BRL5.38▼ 1.04% USD/MXN18.78▼ 0.07% USD/CLP993.12▲ 0.49% USD/COP3,229▲ 1.71% USD/PEN3.46▼ 0.09% USD/ARS1,534▼ 0.10% USD/UYU40.19▲ 3.14% USD/PYG5,965▲ 5.19% USD/BOB12.07▲ 3.75% USD/DOP60.36▲ 0.02% USD/CRC451.45▲ 2.49% USD/GTQ7.64▲ 3.18% USD/HNL26.88▲ 0.49% USD/NIO36.62— 0.00% USD/VES887.35▼ 0.13% USD/PAB1.00— 0.00% USD/BZD2.00— 0.00% USD/JMD157.99▲ 2.73% USD/TTD6.71▲ 2.19% EUR/BRL6.01▼ 0.13% BRENT 109.58 ▼ 5.38% WTI 100.12 ▼ 1.61% IRON ORE 161.91 — — COPPER 6.65 ▲ 2.24% GOLD 4,073 ▲ 0.85% SILVER 54.49 ▲ 0.70% SOY 1,250 ▲ 0.70% CORN 450.25 ▼ 1.04% WHEAT 614.75 ▼ 0.20% COFFEE 294.35 ▼ 2.19% SUGAR 19.26 ▲ 0.84% ORANGE JUICE 143.20 ▲ 5.45% COTTON 77.90 ▼ 1.47% COCOA 5,581 ▲ 1.66% BEEF 230.73 ▲ 0.33% CATTLE 346.40 ▼ 1.00% LITHIUM 62.43 ▲ 1.89% PETR4 53.31 ▼ 1.06% VALE3 62.88 ▼ 2.33% ITUB4 41.42 ▼ 0.67% BBDC4 15.69 ▼ 1.63% ABEV3 15.40 ▲ 0.20% BBAS3 17.59 ▲ 0.69% B3SA3 15.27 ▲ 1.33% WEGE3 45.78 ▲ 2.81% PRIO3 69.21 ▼ 2.71% SUZB3 47.14 ▼ 0.55% RENT3 31.14 ▼ 1.67% AZZA3 16.72 ▲ 1.15% CSAN3 2.69 ▼ 2.89% RAIZ4 0.34 — 0.00% PCAR3 2.22 ▼ 3.48% GMAT3 3.74 ▲ 2.19% PSSA3 47.75 ▼ 0.89% CVCB3 0.98 — 0.00% POSI3 3.56 ▼ 0.84% SLCE3 16.97 ▼ 2.75% NATU3 5.68 ▼ 3.89% BRKM5 3.80 ▲ 19.50% RANI3 7.34 ▼ 0.54% CSNA3 4.76 ▼ 4.99% IBOV 167,921.80 ▼ 0.75% IPC MEX 69,779.20 ▼ 0.01% MERVAL 2,848,945 — — USD/BRL 5.34 ▼ 1.32% USD/MXN 18.69 ▲ 0.62% USD/CLP 983.47 ▼ 0.57% USD/COP 3,149 ▲ 3.06% USD/PEN 3.45 ▲ 0.17% USD/ARS 1,537 ▼ 0.28% USD/UYU 40.21 ▲ 3.57% USD/PYG 5,803 ▲ 3.78% USD/BOB 11.97 ▲ 4.93% USD/DOP 60.54 ▲ 1.83% USD/CRC 451.24 ▲ 2.13% USD/GTQ 7.64 ▲ 3.23% USD/HNL 26.87 ▲ 3.37% USD/NIO 36.62 ▲ 2.81% USD/VES 885.08 ▼ 0.13% USD/PAB 1.00 — 0.00% USD/BZD 2.00 — 0.00% USD/JMD 157.69 ▲ 2.63% USD/TTD 6.71 ▲ 2.07% EUR/BRL 5.95 ▲ 7.53% BRENT 109.58 ▼ 5.38% WTI 100.12 ▼ 1.61% IRON ORE 161.91 — — COPPER 6.65 ▲ 2.24% GOLD 4,073 ▲ 0.85% SILVER 54.49 ▲ 0.70% SOY 1,250 ▲ 0.70% CORN 450.25 ▼ 1.04% WHEAT 614.75 ▼ 0.20% COFFEE 294.35 ▼ 2.19% SUGAR 19.26 ▲ 0.84% ORANGE JUICE 143.20 ▲ 5.45% COTTON 77.90 ▼ 1.47% COCOA 5,581 ▲ 1.66% BEEF 230.73 ▲ 0.33% CATTLE 346.40 ▼ 1.00% LITHIUM 62.43 ▲ 1.89% PETR4 53.31 ▼ 1.06% VALE3 62.88 ▼ 2.33% ITUB4 41.42 ▼ 0.67% BBDC4 15.69 ▼ 1.63% ABEV3 15.40 ▲ 0.20% BBAS3 17.59 ▲ 0.69% B3SA3 15.27 ▲ 1.33% WEGE3 45.78 ▲ 2.81% PRIO3 69.21 ▼ 2.71% SUZB3 47.14 ▼ 0.55% RENT3 31.14 ▼ 1.67% AZZA3 16.72 ▲ 1.15% CSAN3 2.69 ▼ 2.89% RAIZ4 0.34 — 0.00% PCAR3 2.22 ▼ 3.48% GMAT3 3.74 ▲ 2.19% PSSA3 47.75 ▼ 0.89% CVCB3 0.98 — 0.00% POSI3 3.56 ▼ 0.84% SLCE3 16.97 ▼ 2.75% NATU3 5.68 ▼ 3.89% BRKM5 3.80 ▲ 19.50% RANI3 7.34 ▼ 0.54% CSNA3 4.76 ▼ 4.99%
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Latest News Brazil

Brazilian Researchers Develop Improved Software to Diagnose Melanoma

By · January 25, 2020 · 3 min read

RIO DE JANEIRO, BRAZIL – Researchers from the State University of Campinas (Unicamp) improve a software capable of speeding up diagnoses of melanoma type skin cancer. So far, the computer program has achieved 86 percent accuracy in identifying the disease.

Although melanoma represents only 3 percent of the Brazilian population of malignant neoplasms that manifest in the skin, the variety requires attention because it can spread to other cells of the body installing a process called metastasis, the most aggressive of all.

Researchers from the State University of Campinas (Unicamp) improve a software capable of speeding up diagnoses of melanoma type skin cancer. So far, the computer program has achieved 86 percent accuracy in identifying the disease.
Unicamp researchers have improved software capable of speeding up diagnoses of melanoma type skin cancer. So far, the computer program has achieved 86 percent accuracy in identifying the disease.
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To reach the diagnosis, the software of the Unicamp team compares the lesion with another 23,906 stored in a public image databank. Now, researchers are concerned with expanding the photo archive, so that the level of hit increases even more.

The program works on top of algorithms, which are used by a deep learning mechanism, artificial intelligence technique through which a machine is “taught” to interpret data from the use of neural networks.

The project started to be elaborated in 2014, in a partnership between professors from Unicamp Sandra Avila, from the Computing Institute, and Eduardo do Valle, from the Electrical Engineering College. The research was one of the 25 contemplated by Google Latin America Research Awards, a research fellowship program for Latin America.

According to Sandra Avila, the purpose of the academics is to facilitate the detection of the tumor while it is still in the initial stage, so that it can be treated soon. She stresses that there is no pretension to indicate the software as a substitute for doctors, but rather as a support tool.

Diagnosis and treatment

The medical protocol for diagnosing melanoma meets a number of criteria. The National Cancer Institute (Inca) clarifies that the method follows an internationally adopted rule, that of “ABCDE”. The letters correspond to each of the aspects that can light the alert for the case of a lesion.

Researchers from the State University of Campinas (Unicamp) improve a software capable of speeding up diagnoses of melanoma type skin cancer. So far, the computer program has achieved 86 percent accuracy in identifying the disease.
State University of Campinas (Unicamp) main campus.

The A refers to the asymmetry that characterizes malignant tumors, since they present a different half of the other. B recalls that they have irregular edges. C, in turn, refers to the presence of distinct colors in the same lesion, when cancerous cells can be confirmed. D serves as a reminder to doctors regarding the size of the melanoma lesion, which is larger than six millimeters. Finally, E deals with the evolution of the lesions, since, in the course of time, they go through changes in size, shape or color.

The highest incidence of the disease is observed among white people, and it can appear in any part of the body, on the skin or mucous membranes, in the form of spots or signs. Black people, however, can also be affected, and should keep care, mainly, for the lighter areas of the body, such as palms and soles of the feet.

Today, surgery is the most indicated treatment for melanoma. Depending on the stage of the tumor, doctors may prescribe radiotherapy sessions and chemotherapy to the patient.

This article was produced by The Rio Times’ automated newsroom system. How we use AI · Report an error · Editorial responsibility: Matthias Camenzind, Editor-in-Chief

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