IBOV 177,999.00 ▲ 0.47% IPSA 11,016.85 ▼ 0.13% IPC MEX 66,935.53 ▼ 0.58% MERVAL 3,291,323 ▼ 0.41% COLCAP 2,392.10 ▲ 2.12% BVL PERÚ 57,890.85 — — USD/BRL5.07▼ 0.02% USD/MXN17.30▼ 0.29% USD/CLP930.47▼ 0.07% USD/COP 3,151 — 0.00% USD/PEN3.39▼ 0.07% USD/ARS1,485▼ 0.03% USD/UYU 40.20 — 0.00% USD/PYG 5,931 — 0.00% USD/BOB 12.10 — 0.00% USD/DOP58.11▲ 0.21% USD/CRC 448.40 — 0.00% USD/GTQ7.62— 0.00% USD/HNL 26.76 — 0.00% USD/NIO 36.62 — 0.00% USD/VES744.76▼ 0.13% USD/PAB1.00— 0.00% USD/BZD2.00— 0.00% USD/JMD157.49▲ 0.19% USD/TTD6.72— 0.00% EUR/BRL5.86▲ 0.24% BRENT 90.12 ▲ 1.22% WTI 80.62 ▼ 4.78% IRON ORE 161.91 — — COPPER 6.55 ▲ 1.83% GOLD 4,123 ▲ 1.83% SILVER 58.62 ▲ 1.78% SOY 1,188 ▲ 0.87% CORN 464.00 ▲ 4.09% WHEAT 639.25 ▼ 3.65% COFFEE 313.55 ▼ 2.94% SUGAR 14.65 ▲ 1.52% ORANGE JUICE 153.35 ▲ 5.03% COTTON 81.20 ▲ 2.25% COCOA 5,537 ▲ 8.31% BEEF 227.25 ▼ 1.72% CATTLE 343.78 ▼ 0.78% LITHIUM 69.22 ▼ 0.85% PETR4 43.42 ▲ 1.35% VALE3 76.28 ▲ 0.25% ITUB4 42.89 ▲ 0.35% BBDC4 18.43 ▲ 0.22% ABEV3 15.99 ▲ 0.19% BBAS3 21.35 ▲ 0.76% B3SA3 15.73 ▲ 0.64% WEGE3 47.20 ▲ 0.81% PRIO3 60.85 ▲ 1.48% SUZB3 43.32 ▲ 1.38% RENT3 37.61 ▼ 1.62% AZZA3 16.42 ▲ 3.53% CSAN3 4.07 ▲ 2.01% RAIZ4 0.26 — 0.00% PCAR3 2.59 ▼ 5.47% GMAT3 4.03 ▲ 1.26% PSSA3 54.70 ▲ 0.64% CVCB3 1.31 ▲ 0.77% POSI3 3.55 ▲ 0.85% SLCE3 13.38 ▲ 0.91% NATU3 8.38 ▲ 0.60% BRKM5 5.97 ▲ 0.67% RANI3 8.11 ▲ 1.00% CSNA3 4.84 ▼ 2.22% CMIN3 5.71 ▼ 0.17% USIM5 7.36 ▼ 2.52% GGBR4 24.98 — 0.00% ENEV3 26.31 ▲ 0.61% CPFE3 46.14 ▲ 0.11% CMIG4 11.34 ▲ 0.98% EQTL3 38.66 — 0.00% LREN3 13.60 ▲ 0.59% VIVT3 32.63 — 0.00% RAIL3 14.44 ▲ 1.12% KLABIN 18.25 ▲ 1.11% RAIA DROGASIL 18.48 ▲ 1.26% RDOR3 34.64 ▲ 0.64% HAPV3 11.28 ▲ 2.45% FLRY3 17.14 ▲ 1.00% SMTO3 14.52 ▲ 0.83% UGPA3 33.05 ▲ 0.39% VBBR3 36.05 ▲ 1.18% BBSE3 41.26 ▲ 0.98% BPAC11 56.80 ▲ 0.32% CURY3 30.09 ▼ 1.02% AERI3 2.15 ▲ 0.94% VIVARA 22.18 ▲ 0.09% COMPASS 24.84 — 0.00% VAMOS 3.34 ▼ 2.34% SANB11 28.62 ▲ 13.35% ASAI3 8.50 ▲ 1.07% SBSP3 27.70 ▲ 1.06% WALMEX 50.36 ▲ 0.34% GMEXICO 208.29 ▼ 2.20% FEMSA 221.95 ▲ 1.19% CEMEX 20.54 ▼ 0.73% GFNORTE 199.64 ▼ 0.32% BIMBO 62.08 ▲ 2.26% TELEVISA 9.79 ▼ 0.91% AMX 22.00 — 0.00% GAP 376.64 ▼ 1.08% ASUR 275.62 ▼ 0.34% OMA 231.05 ▼ 0.96% KOF 187.94 ▼ 0.14% GRUMA 258.23 ▼ 4.00% KIMBER 40.19 ▼ 0.17% SQM-B 62,700 ▼ 0.93% COPEC 6,350 ▲ 0.79% BSANTANDER 80.99 ▲ 0.36% FALABELLA 6,216 ▼ 0.06% ENELAM 87.99 ▲ 0.39% CENCOSUD 1,955 ▲ 0.51% CMPC 1,055 ▲ 2.43% BANCO CHILE 193.71 ▼ 1.57% LATAM AIR 24.74 ▼ 0.64% YPF 82,900 ▲ 1.94% GGAL 7,890 ▼ 1.56% PAMPA 5,555 ▲ 0.36% TXAR 655.50 ▲ 1.16% ALUAR 977.50 ▼ 0.20% TGS 10,050 ▲ 2.45% CEPU 2,396 ▼ 0.33% MIRGOR 16,350 ▼ 1.95% COME 44.03 ▼ 1.94% LOMA NEGRA 3,620 ▼ 1.76% BYMA 296.00 ▼ 0.34% TELECOM ARG 4,408 ▲ 2.14% ECOPETROL 16.77 ▼ 1.58% BANCOLOMBIA 92.52 ▼ 1.46% GRUPO AVAL 5.28 ▲ 2.75% CREDICORP 400.58 ▼ 0.42% SOUTHERN COPPER 182.71 ▼ 1.24% BUENAVENTURA 30.28 ▼ 4.96% MERCADOLIBRE 1,878 ▼ 0.41% NUBANK 14.33 ▼ 1.10% XP 17.06 ▼ 0.81% PAGSEGURO 9.64 ▼ 2.03% STONE 11.38 ▼ 0.48% GLOBANT 36.60 ▲ 0.58% TECNOGLASS 43.44 ▼ 0.34% GAP AIRPORT 217.35 ▼ 1.02% ASUR 275.62 ▼ 0.34% OMA AIRPORT 106.90 ▼ 1.10% AMX ADR 25.37 ▲ 0.18% FEMSA ADR 127.99 ▲ 0.97% CEMEX ADR 11.82 ▼ 0.92% PETROBRAS ADR 19.40 ▲ 1.46% VALE ADR 15.06 ▲ 0.47% ITAU ADR 8.46 ▲ 0.24% SANTANDER BR 5.67 ▲ 12.28% AMBEV ADR 3.11 ▼ 0.32% CSN 0.99 ▼ 2.42% GERDAU 4.96 — 0.00% LATAM ADR 52.75 ▼ 2.21% BTC 63,330 ▲ 0.90% ETH 1,880 ▲ 2.01% SOL 73.64 ▲ 2.47% XRP 1.08 ▲ 2.36% BNB 587.28 ▲ 2.14% ADA 0.19 ▲ 8.77% DOGE 0.07 ▲ 2.31% AVAX 6.57 ▲ 6.24% LINK 8.36 ▲ 3.74% DOT 0.79 ▲ 1.72% LTC 44.80 ▲ 1.39% BCH 213.15 ▲ 2.52% TRX 0.33 ▼ 0.27% XLM 0.17 ▲ 1.82% HBAR 0.07 ▲ 1.09% NEAR 1.71 ▲ 2.47% ATOM 1.26 ▲ 3.11% AAVE 92.29 ▲ 1.96% SELIC 14.25% EMBRAER 86.89 ▲ 0.87% EMBRAER ADR 68.33 ▲ 0.32% JBS 14.02 ▼ 1.89% JBS BDR 70.70 ▼ 2.01% MBRF3 17.54 ▼ 2.34% MBRFY 3.39 ▼ 2.31% INTER 5.60 ▼ 0.71% EGX 54,286 ▲ 1.23% USD/ZAR16.46▼ 0.56% USD/NGN1,364▼ 0.07% NIKKEI 64,362 ▲ 4.03% CSI300 4,588 ▲ 0.85% HSI 25,884 ▲ 0.10% NIFTY 24,384 ▲ 0.27% KOSPI 6,595 ▲ 17.91% JCI 6,236 ▲ 0.80% USD/JPY157.21▼ 0.24% USD/CNY6.75▼ 0.01% DAX 25,629 ▲ 0.07% CAC 8,510 ▲ 0.28% FTSE 10,868 ▼ 0.27% MIB 52,173 ▲ 0.13% IBEX 19,783 ▲ 0.13% STOXX 649.19 ▼ 0.12% EUR/USD1.16▲ 0.23% GBP/USD1.35▲ 0.14% SPX 7,490 ▲ 0.70% DJI 52,485 ▲ 0.53% NDX 28,274 ▲ 0.60% RUT 2,931 ▼ 0.50% TSX 35,226 ▼ 0.79% VIX 15.99 ▼ 6.44% USD/CAD1.40▼ 0.10% US10Y 4.7450 ▲ 1.76% IBOV 177,999.00 ▲ 0.47% IPSA 11,016.85 ▼ 0.13% IPC MEX 66,935.53 ▼ 0.58% MERVAL 3,291,323 ▼ 0.41% COLCAP 2,392.10 ▲ 2.12% BVL PERÚ 57,890.85 — — USD/BRL 5.07 ▼ 0.02% USD/MXN 17.30 ▼ 0.29% USD/CLP 930.47 ▼ 0.07% USD/COP 3,151 — 0.00% USD/PEN 3.39 ▼ 0.07% USD/ARS 1,485 ▼ 0.03% USD/UYU 40.20 — 0.00% USD/PYG 5,931 — 0.00% USD/BOB 12.10 — 0.00% USD/DOP 58.11 ▲ 0.21% USD/CRC 448.40 — 0.00% USD/GTQ 7.62 ▲ 2.31% USD/HNL 26.76 — 0.00% USD/NIO 36.62 — 0.00% USD/VES 744.76 ▼ 0.13% USD/PAB 1.00 — 0.00% USD/BZD 2.00 — 0.00% USD/JMD 157.49 ▲ 0.56% USD/TTD 6.72 ▲ 0.86% EUR/BRL 5.86 ▲ 0.24% BRENT 90.12 ▲ 1.22% WTI 80.62 ▼ 4.78% IRON ORE 161.91 — — COPPER 6.55 ▲ 1.83% GOLD 4,123 ▲ 1.83% SILVER 58.62 ▲ 1.78% SOY 1,188 ▲ 0.87% CORN 464.00 ▲ 4.09% WHEAT 639.25 ▼ 3.65% COFFEE 313.55 ▼ 2.94% SUGAR 14.65 ▲ 1.52% ORANGE JUICE 153.35 ▲ 5.03% COTTON 81.20 ▲ 2.25% COCOA 5,537 ▲ 8.31% BEEF 227.25 ▼ 1.72% CATTLE 343.78 ▼ 0.78% LITHIUM 69.22 ▼ 0.85% PETR4 43.42 ▲ 1.35% VALE3 76.28 ▲ 0.25% ITUB4 42.89 ▲ 0.35% BBDC4 18.43 ▲ 0.22% ABEV3 15.99 ▲ 0.19% BBAS3 21.35 ▲ 0.76% B3SA3 15.73 ▲ 0.64% WEGE3 47.20 ▲ 0.81% PRIO3 60.85 ▲ 1.48% SUZB3 43.32 ▲ 1.38% RENT3 37.61 ▼ 1.62% AZZA3 16.42 ▲ 3.53% CSAN3 4.07 ▲ 2.01% RAIZ4 0.26 — 0.00% PCAR3 2.59 ▼ 5.47% GMAT3 4.03 ▲ 1.26% PSSA3 54.70 ▲ 0.64% CVCB3 1.31 ▲ 0.77% POSI3 3.55 ▲ 0.85% SLCE3 13.38 ▲ 0.91% NATU3 8.38 ▲ 0.60% BRKM5 5.97 ▲ 0.67% RANI3 8.11 ▲ 1.00% CSNA3 4.84 ▼ 2.22% CMIN3 5.71 ▼ 0.17% USIM5 7.36 ▼ 2.52% GGBR4 24.98 — 0.00% ENEV3 26.31 ▲ 0.61% CPFE3 46.14 ▲ 0.11% CMIG4 11.34 ▲ 0.98% EQTL3 38.66 — 0.00% LREN3 13.60 ▲ 0.59% VIVT3 32.63 — 0.00% RAIL3 14.44 ▲ 1.12% KLABIN 18.25 ▲ 1.11% RAIA DROGASIL 18.48 ▲ 1.26% RDOR3 34.64 ▲ 0.64% HAPV3 11.28 ▲ 2.45% FLRY3 17.14 ▲ 1.00% SMTO3 14.52 ▲ 0.83% UGPA3 33.05 ▲ 0.39% VBBR3 36.05 ▲ 1.18% BBSE3 41.26 ▲ 0.98% BPAC11 56.80 ▲ 0.32% CURY3 30.09 ▼ 1.02% AERI3 2.15 ▲ 0.94% VIVARA 22.18 ▲ 0.09% COMPASS 24.84 — 0.00% VAMOS 3.34 ▼ 2.34% SANB11 28.62 ▲ 13.35% ASAI3 8.50 ▲ 1.07% SBSP3 27.70 ▲ 1.06% WALMEX 50.36 ▲ 0.34% GMEXICO 208.29 ▼ 2.20% FEMSA 221.95 ▲ 1.19% CEMEX 20.54 ▼ 0.73% GFNORTE 199.64 ▼ 0.32% BIMBO 62.08 ▲ 2.26% TELEVISA 9.79 ▼ 0.91% AMX 22.00 — 0.00% GAP 376.64 ▼ 1.08% ASUR 275.62 ▼ 0.34% OMA 231.05 ▼ 0.96% KOF 187.94 ▼ 0.14% GRUMA 258.23 ▼ 4.00% KIMBER 40.19 ▼ 0.17% SQM-B 62,700 ▼ 0.93% COPEC 6,350 ▲ 0.79% BSANTANDER 80.99 ▲ 0.36% FALABELLA 6,216 ▼ 0.06% ENELAM 87.99 ▲ 0.39% CENCOSUD 1,955 ▲ 0.51% CMPC 1,055 ▲ 2.43% BANCO CHILE 193.71 ▼ 1.57% LATAM AIR 24.74 ▼ 0.64% YPF 82,900 ▲ 1.94% GGAL 7,890 ▼ 1.56% PAMPA 5,555 ▲ 0.36% TXAR 655.50 ▲ 1.16% ALUAR 977.50 ▼ 0.20% TGS 10,050 ▲ 2.45% CEPU 2,396 ▼ 0.33% MIRGOR 16,350 ▼ 1.95% COME 44.03 ▼ 1.94% LOMA NEGRA 3,620 ▼ 1.76% BYMA 296.00 ▼ 0.34% TELECOM ARG 4,408 ▲ 2.14% ECOPETROL 16.77 ▼ 1.58% BANCOLOMBIA 92.52 ▼ 1.46% GRUPO AVAL 5.28 ▲ 2.75% CREDICORP 400.58 ▼ 0.42% SOUTHERN COPPER 182.71 ▼ 1.24% BUENAVENTURA 30.28 ▼ 4.96% MERCADOLIBRE 1,878 ▼ 0.41% NUBANK 14.33 ▼ 1.10% XP 17.06 ▼ 0.81% PAGSEGURO 9.64 ▼ 2.03% STONE 11.38 ▼ 0.48% GLOBANT 36.60 ▲ 0.58% TECNOGLASS 43.44 ▼ 0.34% GAP AIRPORT 217.35 ▼ 1.02% ASUR 275.62 ▼ 0.34% OMA AIRPORT 106.90 ▼ 1.10% AMX ADR 25.37 ▲ 0.18% FEMSA ADR 127.99 ▲ 0.97% CEMEX ADR 11.82 ▼ 0.92% PETROBRAS ADR 19.40 ▲ 1.46% VALE ADR 15.06 ▲ 0.47% ITAU ADR 8.46 ▲ 0.24% SANTANDER BR 5.67 ▲ 12.28% AMBEV ADR 3.11 ▼ 0.32% CSN 0.99 ▼ 2.42% GERDAU 4.96 — 0.00% LATAM ADR 52.75 ▼ 2.21% BTC 63,330 ▲ 0.90% ETH 1,880 ▲ 2.01% SOL 73.64 ▲ 2.47% XRP 1.08 ▲ 2.36% BNB 587.28 ▲ 2.14% ADA 0.19 ▲ 8.77% DOGE 0.07 ▲ 2.31% AVAX 6.57 ▲ 6.24% LINK 8.36 ▲ 3.74% DOT 0.79 ▲ 1.72% LTC 44.80 ▲ 1.39% BCH 213.15 ▲ 2.52% TRX 0.33 ▼ 0.27% XLM 0.17 ▲ 1.82% HBAR 0.07 ▲ 1.09% NEAR 1.71 ▲ 2.47% ATOM 1.26 ▲ 3.11% AAVE 92.29 ▲ 1.96% SELIC 14.25% EMBRAER 86.89 ▲ 0.87% EMBRAER ADR 68.33 ▲ 0.32% JBS 14.02 ▼ 1.89% JBS BDR 70.70 ▼ 2.01% MBRF3 17.54 ▼ 2.34% MBRFY 3.39 ▼ 2.31% INTER 5.60 ▼ 0.71% EGX 54,286 ▲ 1.23% USD/ZAR 16.45 ▼ 0.47% USD/NGN 1,364 ▲ 0.15% NIKKEI 64,362 ▲ 4.03% CSI300 4,588 ▲ 0.85% HSI 25,884 ▲ 0.10% NIFTY 24,384 ▲ 0.27% KOSPI 6,595 ▲ 17.91% JCI 6,236 ▲ 0.80% USD/JPY 157.29 ▼ 1.45% USD/CNY 6.7448 ▲ 0.01% DAX 25,629 ▲ 0.07% CAC 8,510 ▲ 0.28% FTSE 10,868 ▼ 0.27% MIB 52,173 ▲ 0.13% IBEX 19,783 ▲ 0.13% STOXX 649.19 ▼ 0.12% EUR/USD 1.1554 ▲ 0.22% GBP/USD 1.3501 ▲ 0.27% SPX 7,490 ▲ 0.70% DJI 52,485 ▲ 0.53% NDX 28,274 ▲ 0.60% RUT 2,931 ▼ 0.50% TSX 35,226 ▼ 0.79% VIX 15.99 ▼ 6.44% USD/CAD 1.4013 ▲ 0.01% US10Y 4.7450 ▲ 1.76%
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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.

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.

This article was produced by The Rio Times’ automated newsroom system. How we use AI · Report an error

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