IBOV 176,641.10 ▲ 0.51% IPSA 11,024.10 ▲ 1.05% IPC MEX 66,529.27 ▲ 0.85% MERVAL 3,229,323 ▼ 0.30% COLCAP 2,298.73 ▼ 0.39% BVL PERÚ 56,428.20 — — USD/BRL5.07▼ 0.02% USD/MXN17.41▼ 0.08% USD/CLP925.95▼ 0.75% USD/COP3,248▲ 0.38% USD/PEN3.41▲ 0.55% USD/ARS1,470▼ 0.88% USD/UYU40.23▲ 0.99% USD/PYG6,039▲ 1.12% USD/BOB10.35▲ 6.04% USD/DOP58.20▼ 0.17% USD/CRC448.93▲ 1.31% USD/GTQ7.62▲ 2.07% USD/HNL26.73▲ 1.38% USD/NIO36.62▲ 0.31% USD/VES722.19▼ 0.13% USD/PAB1.00— 0.00% USD/BZD2.00— 0.00% USD/JMD157.59▲ 0.64% USD/TTD6.75▲ 1.19% EUR/BRL5.80▼ 1.00% BRENT 85.80 ▲ 1.26% WTI 80.13 ▲ 1.00% IRON ORE 161.91 — — COPPER 6.35 ▲ 0.28% GOLD 4,037 ▼ 0.59% SILVER 58.64 ▼ 0.22% SOY 1,194 ▼ 1.08% CORN 461.25 ▲ 6.34% WHEAT 646.00 ▲ 2.34% COFFEE 327.00 ▼ 4.22% SUGAR 14.92 ▲ 1.15% ORANGE JUICE 140.90 ▼ 1.16% COTTON 81.68 ▲ 2.32% COCOA 5,936 ▲ 4.21% BEEF 231.58 ▼ 1.34% CATTLE 349.63 ▼ 1.33% LITHIUM 71.58 ▼ 1.02% PETR4 40.66 — 0.00% VALE3 74.01 ▲ 1.59% ITUB4 43.63 ▲ 0.25% BBDC4 18.63 ▼ 0.75% ABEV3 15.81 ▼ 0.13% BBAS3 20.59 ▲ 1.73% B3SA3 15.33 ▲ 1.39% WEGE3 44.20 ▼ 0.43% PRIO3 57.57 ▲ 0.65% SUZB3 41.11 ▼ 0.92% RENT3 40.54 ▲ 0.85% AZZA3 18.85 ▼ 1.93% CSAN3 3.89 ▼ 0.26% RAIZ4 0.31 ▼ 6.06% PCAR3 2.45 ▼ 5.41% GMAT3 3.96 ▲ 0.51% PSSA3 54.29 ▲ 0.46% CVCB3 1.38 ▲ 10.40% POSI3 3.99 — 0.00% SLCE3 13.81 ▼ 0.43% NATU3 8.55 ▼ 0.58% BRKM5 6.83 ▼ 1.59% RANI3 8.01 ▲ 0.75% CSNA3 5.20 ▼ 0.76% CMIN3 5.10 ▼ 6.42% USIM5 8.23 ▼ 1.79% GGBR4 23.32 ▲ 2.19% ENEV3 27.17 ▲ 1.08% CPFE3 47.20 ▲ 0.77% CMIG4 11.20 ▲ 1.17% EQTL3 40.95 ▲ 1.84% LREN3 14.29 ▲ 0.99% VIVT3 35.52 ▲ 2.27% RAIL3 14.13 ▲ 0.14% KLABIN 17.32 ▼ 0.92% RAIA DROGASIL 18.60 ▲ 2.20% RDOR3 36.05 ▲ 1.38% HAPV3 11.19 ▲ 6.98% FLRY3 16.41 ▲ 1.61% SMTO3 16.12 ▼ 1.53% UGPA3 30.11 ▼ 2.65% VBBR3 33.30 ▲ 1.65% BBSE3 40.39 ▲ 0.27% BPAC11 57.95 ▲ 0.75% CURY3 33.59 ▲ 1.42% AERI3 2.07 ▼ 0.48% VIVARA 23.43 ▲ 1.38% COMPASS 25.20 ▲ 1.74% VAMOS 3.15 ▲ 4.30% SANB11 27.34 ▼ 0.11% ASAI3 8.66 ▼ 0.57% SBSP3 30.34 ▼ 0.10% WALMEX 49.32 ▼ 0.66% GMEXICO 199.61 ▲ 2.06% FEMSA 232.52 ▲ 3.18% CEMEX 22.24 ▲ 2.11% GFNORTE 186.00 ▲ 2.16% BIMBO 56.55 ▲ 1.22% TELEVISA 9.49 ▼ 1.25% AMX 22.83 ▲ 1.06% GAP 394.05 ▼ 3.46% ASUR 275.61 ▼ 1.09% OMA 235.49 ▲ 0.93% KOF 180.00 ▼ 0.92% GRUMA 280.31 ▼ 0.38% KIMBER 38.53 ▲ 0.81% SQM-B 67,900 ▲ 1.03% COPEC 6,210 ▲ 2.52% BSANTANDER 78.64 ▲ 0.56% FALABELLA 5,875 ▼ 0.51% ENELAM 85.75 ▲ 1.84% CENCOSUD 2,040 — 0.00% CMPC 1,103 ▲ 2.32% BANCO CHILE 189.50 ▲ 2.43% LATAM AIR 24.90 — 0.00% YPF 77,775 ▲ 0.78% GGAL 7,910 ▼ 2.10% PAMPA 5,230 ▲ 0.10% TXAR 665.00 ▲ 0.08% ALUAR 949.00 ▼ 1.61% TGS 9,710 ▲ 1.46% CEPU 2,327 ▲ 0.35% MIRGOR 16,750 ▼ 1.47% COME 45.75 ▲ 2.17% LOMA NEGRA 3,540 ▲ 1.22% BYMA 302.50 ▼ 1.87% TELECOM ARG 4,333 ▲ 1.94% ECOPETROL 16.16 ▲ 1.76% BANCOLOMBIA 82.10 ▲ 2.09% GRUPO AVAL 4.95 ▲ 0.81% CREDICORP 392.24 ▲ 0.78% SOUTHERN COPPER 182.38 ▲ 4.50% BUENAVENTURA 31.03 ▲ 4.06% MERCADOLIBRE 1,874 ▲ 0.35% NUBANK 13.99 ▲ 2.34% XP 16.87 ▲ 3.05% PAGSEGURO 9.28 — 0.00% STONE 11.30 ▲ 1.35% GLOBANT 30.92 ▼ 3.74% TECNOGLASS 44.19 ▲ 3.15% GAP AIRPORT 225.95 ▼ 2.93% ASUR 275.61 ▼ 1.09% OMA AIRPORT 107.64 ▲ 1.42% AMX ADR 26.18 ▲ 0.58% FEMSA ADR 133.17 ▲ 3.22% CEMEX ADR 12.80 ▲ 2.81% PETROBRAS ADR 17.92 ▲ 0.22% VALE ADR 14.59 ▲ 2.89% ITAU ADR 8.55 ▲ 0.94% SANTANDER BR 5.40 ▲ 0.84% AMBEV ADR 3.09 ▲ 0.98% CSN 1.04 ▲ 0.49% GERDAU 4.61 ▲ 2.67% LATAM ADR 53.51 ▲ 0.34% BTC 64,766 ▼ 0.29% ETH 1,874 ▼ 0.79% SOL 77.86 ▲ 0.13% XRP 1.11 ▼ 0.43% BNB 579.34 ▼ 0.42% ADA 0.16 ▼ 0.98% DOGE 0.07 ▼ 0.24% AVAX 6.66 ▼ 0.55% LINK 8.36 ▲ 0.24% DOT 0.86 ▲ 0.38% LTC 44.95 ▼ 1.07% BCH 235.80 ▼ 0.29% TRX 0.33 ▲ 0.43% XLM 0.18 ▼ 0.81% HBAR 0.07 ▲ 0.85% NEAR 2.02 ▲ 0.59% ATOM 1.56 ▼ 0.38% AAVE 98.02 ▼ 0.87% SELIC 14.25% EMBRAER 82.49 ▼ 0.63% EMBRAER ADR 64.91 ▲ 0.67% JBS 11.83 ▲ 0.25% JBS BDR 59.75 ▼ 1.42% MBRF3 16.09 ▲ 2.35% MBRFY 3.15 ▲ 0.32% INTER 5.70 ▲ 0.89% EGX 52,299 ▼ 0.59% USD/ZAR16.38— 0.00% USD/NGN 1,381 — 0.00% NIKKEI 68,752 ▲ 1.49% CSI300 4,782 ▼ 0.29% HSI 24,686 ▲ 1.42% NIFTY 24,184 ▲ 0.55% KOSPI 7,284 ▲ 6.24% JCI 6,075 ▲ 0.58% USD/JPY162.22▼ 0.02% USD/CNY6.76▼ 0.21% DAX 25,147 ▲ 0.13% CAC 8,367 ▲ 0.03% FTSE 10,529 ▲ 0.30% MIB 52,863 ▲ 0.10% IBEX 19,357 ▲ 0.11% STOXX 642.10 ▲ 0.17% EUR/USD1.14▲ 0.11% GBP/USD1.34▲ 0.51% SPX 7,544 ▲ 0.38% DJI 52,508 ▲ 0.02% NDX 29,586 ▲ 1.10% RUT 2,965 ▲ 0.39% TSX 35,321 ▲ 0.19% VIX 16.50 ▼ 3.85% USD/CAD1.40▼ 0.09% US10Y 4.5850 ▼ 0.52% IBOV 176,641.10 ▲ 0.51% IPSA 11,024.10 ▲ 1.05% IPC MEX 66,529.27 ▲ 0.85% MERVAL 3,229,323 ▼ 0.30% COLCAP 2,298.73 ▼ 0.39% BVL PERÚ 56,428.20 — — USD/BRL 5.07 ▼ 0.02% USD/MXN 17.41 ▼ 0.08% USD/CLP 925.95 ▼ 0.75% USD/COP 3,248 ▲ 0.38% USD/PEN 3.41 ▲ 0.55% USD/ARS 1,470 ▼ 0.88% USD/UYU 40.23 ▲ 0.99% USD/PYG 6,039 ▲ 1.12% USD/BOB 10.35 ▲ 6.04% USD/DOP 58.20 ▼ 0.17% USD/CRC 448.93 ▲ 1.31% USD/GTQ 7.62 ▲ 2.07% USD/HNL 26.73 ▲ 1.38% USD/NIO 36.62 ▲ 0.31% USD/VES 722.19 ▼ 0.13% USD/PAB 1.00 — 0.00% USD/BZD 2.00 — 0.00% USD/JMD 157.59 ▲ 0.64% USD/TTD 6.75 ▲ 1.19% EUR/BRL 5.80 ▼ 1.00% BRENT 85.80 ▲ 1.26% WTI 80.13 ▲ 1.00% IRON ORE 161.91 — — COPPER 6.35 ▲ 0.28% GOLD 4,037 ▼ 0.59% SILVER 58.64 ▼ 0.22% SOY 1,194 ▼ 1.08% CORN 461.25 ▲ 6.34% WHEAT 646.00 ▲ 2.34% COFFEE 327.00 ▼ 4.22% SUGAR 14.92 ▲ 1.15% ORANGE JUICE 140.90 ▼ 1.16% COTTON 81.68 ▲ 2.32% COCOA 5,936 ▲ 4.21% BEEF 231.58 ▼ 1.34% CATTLE 349.63 ▼ 1.33% LITHIUM 71.58 ▼ 1.02% PETR4 40.66 — 0.00% VALE3 74.01 ▲ 1.59% ITUB4 43.63 ▲ 0.25% BBDC4 18.63 ▼ 0.75% ABEV3 15.81 ▼ 0.13% BBAS3 20.59 ▲ 1.73% B3SA3 15.33 ▲ 1.39% WEGE3 44.20 ▼ 0.43% PRIO3 57.57 ▲ 0.65% SUZB3 41.11 ▼ 0.92% RENT3 40.54 ▲ 0.85% AZZA3 18.85 ▼ 1.93% CSAN3 3.89 ▼ 0.26% RAIZ4 0.31 ▼ 6.06% PCAR3 2.45 ▼ 5.41% GMAT3 3.96 ▲ 0.51% PSSA3 54.29 ▲ 0.46% CVCB3 1.38 ▲ 10.40% POSI3 3.99 — 0.00% SLCE3 13.81 ▼ 0.43% NATU3 8.55 ▼ 0.58% BRKM5 6.83 ▼ 1.59% RANI3 8.01 ▲ 0.75% CSNA3 5.20 ▼ 0.76% CMIN3 5.10 ▼ 6.42% USIM5 8.23 ▼ 1.79% GGBR4 23.32 ▲ 2.19% ENEV3 27.17 ▲ 1.08% CPFE3 47.20 ▲ 0.77% CMIG4 11.20 ▲ 1.17% EQTL3 40.95 ▲ 1.84% LREN3 14.29 ▲ 0.99% VIVT3 35.52 ▲ 2.27% RAIL3 14.13 ▲ 0.14% KLABIN 17.32 ▼ 0.92% RAIA DROGASIL 18.60 ▲ 2.20% RDOR3 36.05 ▲ 1.38% HAPV3 11.19 ▲ 6.98% FLRY3 16.41 ▲ 1.61% SMTO3 16.12 ▼ 1.53% UGPA3 30.11 ▼ 2.65% VBBR3 33.30 ▲ 1.65% BBSE3 40.39 ▲ 0.27% BPAC11 57.95 ▲ 0.75% CURY3 33.59 ▲ 1.42% AERI3 2.07 ▼ 0.48% VIVARA 23.43 ▲ 1.38% COMPASS 25.20 ▲ 1.74% VAMOS 3.15 ▲ 4.30% SANB11 27.34 ▼ 0.11% ASAI3 8.66 ▼ 0.57% SBSP3 30.34 ▼ 0.10% WALMEX 49.32 ▼ 0.66% GMEXICO 199.61 ▲ 2.06% FEMSA 232.52 ▲ 3.18% CEMEX 22.24 ▲ 2.11% GFNORTE 186.00 ▲ 2.16% BIMBO 56.55 ▲ 1.22% TELEVISA 9.49 ▼ 1.25% AMX 22.83 ▲ 1.06% GAP 394.05 ▼ 3.46% ASUR 275.61 ▼ 1.09% OMA 235.49 ▲ 0.93% KOF 180.00 ▼ 0.92% GRUMA 280.31 ▼ 0.38% KIMBER 38.53 ▲ 0.81% SQM-B 67,900 ▲ 1.03% COPEC 6,210 ▲ 2.52% BSANTANDER 78.64 ▲ 0.56% FALABELLA 5,875 ▼ 0.51% ENELAM 85.75 ▲ 1.84% CENCOSUD 2,040 — 0.00% CMPC 1,103 ▲ 2.32% BANCO CHILE 189.50 ▲ 2.43% LATAM AIR 24.90 — 0.00% YPF 77,775 ▲ 0.78% GGAL 7,910 ▼ 2.10% PAMPA 5,230 ▲ 0.10% TXAR 665.00 ▲ 0.08% ALUAR 949.00 ▼ 1.61% TGS 9,710 ▲ 1.46% CEPU 2,327 ▲ 0.35% MIRGOR 16,750 ▼ 1.47% COME 45.75 ▲ 2.17% LOMA NEGRA 3,540 ▲ 1.22% BYMA 302.50 ▼ 1.87% TELECOM ARG 4,333 ▲ 1.94% ECOPETROL 16.16 ▲ 1.76% BANCOLOMBIA 82.10 ▲ 2.09% GRUPO AVAL 4.95 ▲ 0.81% CREDICORP 392.24 ▲ 0.78% SOUTHERN COPPER 182.38 ▲ 4.50% BUENAVENTURA 31.03 ▲ 4.06% MERCADOLIBRE 1,874 ▲ 0.35% NUBANK 13.99 ▲ 2.34% XP 16.87 ▲ 3.05% PAGSEGURO 9.28 — 0.00% STONE 11.30 ▲ 1.35% GLOBANT 30.92 ▼ 3.74% TECNOGLASS 44.19 ▲ 3.15% GAP AIRPORT 225.95 ▼ 2.93% ASUR 275.61 ▼ 1.09% OMA AIRPORT 107.64 ▲ 1.42% AMX ADR 26.18 ▲ 0.58% FEMSA ADR 133.17 ▲ 3.22% CEMEX ADR 12.80 ▲ 2.81% PETROBRAS ADR 17.92 ▲ 0.22% VALE ADR 14.59 ▲ 2.89% ITAU ADR 8.55 ▲ 0.94% SANTANDER BR 5.40 ▲ 0.84% AMBEV ADR 3.09 ▲ 0.98% CSN 1.04 ▲ 0.49% GERDAU 4.61 ▲ 2.67% LATAM ADR 53.51 ▲ 0.34% BTC 64,766 ▼ 0.29% ETH 1,874 ▼ 0.79% SOL 77.86 ▲ 0.13% XRP 1.11 ▼ 0.43% BNB 579.34 ▼ 0.42% ADA 0.16 ▼ 0.98% DOGE 0.07 ▼ 0.24% AVAX 6.66 ▼ 0.55% LINK 8.36 ▲ 0.24% DOT 0.86 ▲ 0.38% LTC 44.95 ▼ 1.07% BCH 235.80 ▼ 0.29% TRX 0.33 ▲ 0.43% XLM 0.18 ▼ 0.81% HBAR 0.07 ▲ 0.85% NEAR 2.02 ▲ 0.59% ATOM 1.56 ▼ 0.38% AAVE 98.02 ▼ 0.87% SELIC 14.25% EMBRAER 82.49 ▼ 0.63% EMBRAER ADR 64.91 ▲ 0.67% JBS 11.83 ▲ 0.25% JBS BDR 59.75 ▼ 1.42% MBRF3 16.09 ▲ 2.35% MBRFY 3.15 ▲ 0.32% INTER 5.70 ▲ 0.89% EGX 52,299 ▼ 0.59% USD/ZAR 16.36 ▲ 0.11% USD/NGN 1,381 — 0.00% NIKKEI 68,752 ▲ 1.49% CSI300 4,782 ▼ 0.29% HSI 24,686 ▲ 1.42% NIFTY 24,184 ▲ 0.55% KOSPI 7,284 ▲ 6.24% JCI 6,075 ▲ 0.58% USD/JPY 162.17 ▼ 0.01% USD/CNY 6.7558 ▼ 0.10% DAX 25,147 ▲ 0.13% CAC 8,367 ▲ 0.03% FTSE 10,529 ▲ 0.30% MIB 52,863 ▲ 0.10% IBEX 19,357 ▲ 0.11% STOXX 642.10 ▲ 0.17% EUR/USD 1.1438 ▲ 0.11% GBP/USD 1.3415 ▲ 0.21% SPX 7,544 ▲ 0.38% DJI 52,508 ▲ 0.02% NDX 29,586 ▲ 1.10% RUT 2,965 ▲ 0.39% TSX 35,321 ▲ 0.19% VIX 16.50 ▼ 3.85% USD/CAD 1.4056 ▼ 0.04% US10Y 4.5850 ▼ 0.52%
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Latest News Brazil

Brazilian Researchers Develop Improved Software to Diagnose Melanoma

By · January 25, 2020 · 3 min read

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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.

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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. (Photo internet reproduction)
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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. (Photo internet reproduction)

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.

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