VOTING POWER100.00%
DOWNVOTE POWER100.00%
RESOURCE CREDITS100.00%
REPUTATION PROGRESS74.47%
Net Worth
1.440USD
STEEM
4.221STEEM
SBD
1.748SBD
Own SP
6.133SP
Detailed Balance
| STEEM | ||
| balance | 4.221STEEM | STEEM |
| market_balance | 0.000STEEM | STEEM |
| savings_balance | 0.000STEEM | STEEM |
| reward_steem_balance | 0.000STEEM | STEEM |
| STEEM POWER | ||
| Own SP | 6.133SP | SP |
| Delegated Out | 0.000SP | SP |
| Delegation In | 0.000SP | SP |
| Effective Power | 6.133SP | SP |
| Reward SP (pending) | 0.000SP | SP |
| SBD | ||
| sbd_balance | 1.748SBD | SBD |
| sbd_conversions | 0.000SBD | SBD |
| sbd_market_balance | 0.000SBD | SBD |
| savings_sbd_balance | 0.000SBD | SBD |
| reward_sbd_balance | 0.000SBD | SBD |
{
"balance": "4.221 STEEM",
"savings_balance": "0.000 STEEM",
"reward_steem_balance": "0.000 STEEM",
"vesting_shares": "9975.458299 VESTS",
"delegated_vesting_shares": "0.000000 VESTS",
"received_vesting_shares": "0.000000 VESTS",
"sbd_balance": "1.748 SBD",
"savings_sbd_balance": "0.000 SBD",
"reward_sbd_balance": "0.000 SBD",
"conversions": []
}Account Info
| name | purechocola |
| id | 245416 |
| rank | 0 |
| reputation | 33665778171 |
| created | 2017-07-08T10:34:39 |
| recovery_account | steem |
| proxy | None |
| post_count | 379 |
| comment_count | 0 |
| lifetime_vote_count | 0 |
| witnesses_voted_for | 0 |
| last_post | 2020-01-02T13:56:48 |
| last_root_post | 2020-01-02T13:56:48 |
| last_vote_time | 2019-11-01T08:05:33 |
| proxied_vsf_votes | 0, 0, 0, 0 |
| can_vote | 1 |
| voting_power | 10,000 |
| delayed_votes | 0 |
| balance | 4.221 STEEM |
| savings_balance | 0.000 STEEM |
| sbd_balance | 1.748 SBD |
| savings_sbd_balance | 0.000 SBD |
| vesting_shares | 9975.458299 VESTS |
| delegated_vesting_shares | 0.000000 VESTS |
| received_vesting_shares | 0.000000 VESTS |
| reward_vesting_balance | 0.000000 VESTS |
| vesting_balance | 0.000 STEEM |
| vesting_withdraw_rate | 0.000000 VESTS |
| next_vesting_withdrawal | 1969-12-31T23:59:59 |
| withdrawn | 8323005868 |
| to_withdraw | 8323005868 |
| withdraw_routes | 0 |
| savings_withdraw_requests | 0 |
| last_account_recovery | 1970-01-01T00:00:00 |
| reset_account | null |
| last_owner_update | 2019-10-12T08:38:03 |
| last_account_update | 2019-10-12T08:38:03 |
| mined | No |
| sbd_seconds | 0 |
| sbd_last_interest_payment | 2018-05-25T04:21:27 |
| savings_sbd_last_interest_payment | 1970-01-01T00:00:00 |
{
"id": 245416,
"name": "purechocola",
"owner": {
"weight_threshold": 1,
"account_auths": [],
"key_auths": [
[
"STM7iyBt7HSYopWnhYnEeGUEXMJ7UZvMLBjAbbbaiAotgWEtsMm2r",
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},
"active": {
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},
"posting": {
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[
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"key_auths": [
[
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1
]
]
},
"memo_key": "STM7et1VUW4u2vYcxFXcLgTURrPkRDkZdFwwrEaGSqdr2wzZdo1az",
"json_metadata": "{\"profile\":{\"about\":\"Hi :)\"}}",
"posting_json_metadata": "{\"profile\":{\"about\":\"Hi :)\"}}",
"proxy": "",
"last_owner_update": "2019-10-12T08:38:03",
"last_account_update": "2019-10-12T08:38:03",
"created": "2017-07-08T10:34:39",
"mined": false,
"recovery_account": "steem",
"last_account_recovery": "1970-01-01T00:00:00",
"reset_account": "null",
"comment_count": 0,
"lifetime_vote_count": 0,
"post_count": 379,
"can_vote": true,
"voting_manabar": {
"current_mana": "16050215093",
"last_update_time": 1572595533
},
"downvote_manabar": {
"current_mana": 4094442626,
"last_update_time": 1572595533
},
"voting_power": 10000,
"balance": "4.221 STEEM",
"savings_balance": "0.000 STEEM",
"sbd_balance": "1.748 SBD",
"sbd_seconds": "0",
"sbd_seconds_last_update": "2018-05-25T04:21:27",
"sbd_last_interest_payment": "2018-05-25T04:21:27",
"savings_sbd_balance": "0.000 SBD",
"savings_sbd_seconds": "0",
"savings_sbd_seconds_last_update": "1970-01-01T00:00:00",
"savings_sbd_last_interest_payment": "1970-01-01T00:00:00",
"savings_withdraw_requests": 0,
"reward_sbd_balance": "0.000 SBD",
"reward_steem_balance": "0.000 STEEM",
"reward_vesting_balance": "0.000000 VESTS",
"reward_vesting_steem": "0.000 STEEM",
"vesting_shares": "9975.458299 VESTS",
"delegated_vesting_shares": "0.000000 VESTS",
"received_vesting_shares": "0.000000 VESTS",
"vesting_withdraw_rate": "0.000000 VESTS",
"next_vesting_withdrawal": "1969-12-31T23:59:59",
"withdrawn": "8323005868",
"to_withdraw": "8323005868",
"withdraw_routes": 0,
"curation_rewards": 3802,
"posting_rewards": 8017,
"proxied_vsf_votes": [
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0,
0,
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],
"witnesses_voted_for": 0,
"last_post": "2020-01-02T13:56:48",
"last_root_post": "2020-01-02T13:56:48",
"last_vote_time": "2019-11-01T08:05:33",
"post_bandwidth": 0,
"pending_claimed_accounts": 0,
"vesting_balance": "0.000 STEEM",
"reputation": "33665778171",
"transfer_history": [],
"market_history": [],
"post_history": [],
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"witness_votes": [],
"tags_usage": [],
"guest_bloggers": []
}Withdraw Routes
| Incoming | Outgoing |
|---|---|
Empty | Empty |
{
"incoming": [],
"outgoing": []
}From Date
To Date
ph-supportsent 0.001 STEEM to @purechocola2022/08/17 10:06:03
ph-supportsent 0.001 STEEM to @purechocola
2022/08/17 10:06:03
| amount | 0.001 STEEM |
| from | ph-support |
| memo | |
| to | purechocola |
| Transaction Info | Block #66878888/Trx f55edd32ea666afcf050866dd65c8ff13aa2bbcf |
View Raw JSON Data
{
"block": 66878888,
"op": [
"transfer",
{
"amount": "0.001 STEEM",
"from": "ph-support",
"memo": "",
"to": "purechocola"
}
],
"op_in_trx": 0,
"timestamp": "2022-08-17T10:06:03",
"trx_id": "f55edd32ea666afcf050866dd65c8ff13aa2bbcf",
"trx_in_block": 3,
"virtual_op": 0
}thomasharrisonreplied to @purechocola / r3lza52021/12/08 12:03:12
thomasharrisonreplied to @purechocola / r3lza5
2021/12/08 12:03:12
| author | thomasharrison |
| body | @@ -96,16 +96,67 @@ bought +%3Ca href=https://accfarm.com/buy-instagram-accounts%3E instagra @@ -174,16 +174,20 @@ for sale +%3C/a%3E . My bus |
| json metadata | {"app":"steemit/0.2","links":["https://accfarm.com/buy-instagram-accounts"]} |
| parent author | purechocola |
| parent permlink | how-to-make-an-instagram-community-account |
| permlink | r3lza5 |
| title | |
| Transaction Info | Block #59670539/Trx 49dc6aaf209d9b3cf99c7e1560fbd1c9d1f624ae |
View Raw JSON Data
{
"block": 59670539,
"op": [
"comment",
{
"author": "thomasharrison",
"body": "@@ -96,16 +96,67 @@\n bought \n+%3Ca href=https://accfarm.com/buy-instagram-accounts%3E\n instagra\n@@ -174,16 +174,20 @@\n for sale\n+%3C/a%3E\n . My bus\n",
"json_metadata": "{\"app\":\"steemit/0.2\",\"links\":[\"https://accfarm.com/buy-instagram-accounts\"]}",
"parent_author": "purechocola",
"parent_permlink": "how-to-make-an-instagram-community-account",
"permlink": "r3lza5",
"title": ""
}
],
"op_in_trx": 0,
"timestamp": "2021-12-08T12:03:12",
"trx_id": "49dc6aaf209d9b3cf99c7e1560fbd1c9d1f624ae",
"trx_in_block": 10,
"virtual_op": 0
}thomasharrisonreplied to @purechocola / r3lza52021/12/04 20:50:27
thomasharrisonreplied to @purechocola / r3lza5
2021/12/04 20:50:27
| author | thomasharrison |
| body | Personally, Instagram helped me a lot. With the help of it I was able to increase sales after I bought instagram accounts for sale. My business needed promotion and it helped me a lot. |
| json metadata | {"app":"steemit/0.2"} |
| parent author | purechocola |
| parent permlink | how-to-make-an-instagram-community-account |
| permlink | r3lza5 |
| title | |
| Transaction Info | Block #59566470/Trx cdbe927e21962e0ebc45f9a94588efcaa0579ed4 |
View Raw JSON Data
{
"block": 59566470,
"op": [
"comment",
{
"author": "thomasharrison",
"body": "Personally, Instagram helped me a lot. With the help of it I was able to increase sales after I bought instagram accounts for sale. My business needed promotion and it helped me a lot.",
"json_metadata": "{\"app\":\"steemit/0.2\"}",
"parent_author": "purechocola",
"parent_permlink": "how-to-make-an-instagram-community-account",
"permlink": "r3lza5",
"title": ""
}
],
"op_in_trx": 0,
"timestamp": "2021-12-04T20:50:27",
"trx_id": "cdbe927e21962e0ebc45f9a94588efcaa0579ed4",
"trx_in_block": 4,
"virtual_op": 0
}joestarjoreplied to @purechocola / r11g1m2021/10/15 21:37:00
joestarjoreplied to @purechocola / r11g1m
2021/10/15 21:37:00
| author | joestarjo |
| body | Programmers write a set of commands for specific tasks, and that is how we make the software do what it is supposed to do. Thus, this base code, compiled together to provide the software's functionality, is called the source code for that software. If this source code is licensed for public use, if any programmer can legally view the source code and make changes to it, the software becomes open-source software. https://softwaredeal.store/ is one of the most popular open-source software. So anyone who wants to make changes to the code can download the code from the repository. They can then submit the proposed code with the suggested changes. |
| json metadata | {"links":["https://softwaredeal.store/"],"app":"steemit/0.2"} |
| parent author | purechocola |
| parent permlink | 10-free-alternatives-for-expensive-software |
| permlink | r11g1m |
| title | |
| Transaction Info | Block #58142073/Trx 8f4c0f3186f1b38be445e73551027bc2152b415c |
View Raw JSON Data
{
"block": 58142073,
"op": [
"comment",
{
"author": "joestarjo",
"body": "Programmers write a set of commands for specific tasks, and that is how we make the software do what it is supposed to do. Thus, this base code, compiled together to provide the software's functionality, is called the source code for that software. If this source code is licensed for public use, if any programmer can legally view the source code and make changes to it, the software becomes open-source software. https://softwaredeal.store/ is one of the most popular open-source software. So anyone who wants to make changes to the code can download the code from the repository. They can then submit the proposed code with the suggested changes.",
"json_metadata": "{\"links\":[\"https://softwaredeal.store/\"],\"app\":\"steemit/0.2\"}",
"parent_author": "purechocola",
"parent_permlink": "10-free-alternatives-for-expensive-software",
"permlink": "r11g1m",
"title": ""
}
],
"op_in_trx": 0,
"timestamp": "2021-10-15T21:37:00",
"trx_id": "8f4c0f3186f1b38be445e73551027bc2152b415c",
"trx_in_block": 3,
"virtual_op": 0
}executive-boardsent 0.001 STEEM to @purechocola- "❗ Hello purechocola, great that you are using the STEEM blockchain. The Executive Board invites you to visit https://discord.gg/KyBbmhh where you will get some insider infos on how you will earn the m..."2020/07/21 15:20:03
executive-boardsent 0.001 STEEM to @purechocola- "❗ Hello purechocola, great that you are using the STEEM blockchain. The Executive Board invites you to visit https://discord.gg/KyBbmhh where you will get some insider infos on how you will earn the m..."
2020/07/21 15:20:03
| amount | 0.001 STEEM |
| from | executive-board |
| memo | ❗ Hello purechocola, great that you are using the STEEM blockchain. The Executive Board invites you to visit https://discord.gg/KyBbmhh where you will get some insider infos on how you will earn the most coins. It's easy, just follow the instructions. Warm regards, The Executive Board. |
| to | purechocola |
| Transaction Info | Block #45301044/Trx d8affeedbcbdd622b0ac290cc0190c4cd97a944d |
View Raw JSON Data
{
"block": 45301044,
"op": [
"transfer",
{
"amount": "0.001 STEEM",
"from": "executive-board",
"memo": "❗ Hello purechocola, great that you are using the STEEM blockchain. The Executive Board invites you to visit https://discord.gg/KyBbmhh where you will get some insider infos on how you will earn the most coins. It's easy, just follow the instructions. Warm regards, The Executive Board.",
"to": "purechocola"
}
],
"op_in_trx": 0,
"timestamp": "2020-07-21T15:20:03",
"trx_id": "d8affeedbcbdd622b0ac290cc0190c4cd97a944d",
"trx_in_block": 4,
"virtual_op": 0
}purechocolapublished a new post: car-with-four-young-people-drives-in-on-pole-in-dead-and-person-in-danger2020/07/21 15:18:21
purechocolapublished a new post: car-with-four-young-people-drives-in-on-pole-in-dead-and-person-in-danger
2020/07/21 15:18:21
| author | purechocola |
| body | aa |
| json metadata | {"tags":["accident","steemit"],"app":"steemit/0.2","format":"markdown"} |
| parent author | |
| parent permlink | danger |
| permlink | car-with-four-young-people-drives-in-on-pole-in-dead-and-person-in-danger |
| title | Car with four young people drives in on pole in ...: dead and person in danger |
| Transaction Info | Block #45301010/Trx 87c4515720fb5cc7c91d18669b3ee0abcdacb4e0 |
View Raw JSON Data
{
"block": 45301010,
"op": [
"comment",
{
"author": "purechocola",
"body": "aa",
"json_metadata": "{\"tags\":[\"accident\",\"steemit\"],\"app\":\"steemit/0.2\",\"format\":\"markdown\"}",
"parent_author": "",
"parent_permlink": "danger",
"permlink": "car-with-four-young-people-drives-in-on-pole-in-dead-and-person-in-danger",
"title": "Car with four young people drives in on pole in ...: dead and person in danger"
}
],
"op_in_trx": 0,
"timestamp": "2020-07-21T15:18:21",
"trx_id": "87c4515720fb5cc7c91d18669b3ee0abcdacb4e0",
"trx_in_block": 1,
"virtual_op": 0
}purechocolareceived 0.325 STEEM from power down installment (0.394 SP)2020/01/11 15:37:03
purechocolareceived 0.325 STEEM from power down installment (0.394 SP)
2020/01/11 15:37:03
| deposited | 0.325 STEEM |
| from account | purechocola |
| to account | purechocola |
| withdrawn | 640.231216 VESTS |
| Transaction Info | Block #39838491/Virtual Operation #2 |
View Raw JSON Data
{
"block": 39838491,
"op": [
"fill_vesting_withdraw",
{
"deposited": "0.325 STEEM",
"from_account": "purechocola",
"to_account": "purechocola",
"withdrawn": "640.231216 VESTS"
}
],
"op_in_trx": 0,
"timestamp": "2020-01-11T15:37:03",
"trx_id": "0000000000000000000000000000000000000000",
"trx_in_block": 4294967295,
"virtual_op": 2
}purechocolareceived 0.325 STEEM from power down installment (0.394 SP)2020/01/04 15:37:03
purechocolareceived 0.325 STEEM from power down installment (0.394 SP)
2020/01/04 15:37:03
| deposited | 0.325 STEEM |
| from account | purechocola |
| to account | purechocola |
| withdrawn | 640.231221 VESTS |
| Transaction Info | Block #39637284/Virtual Operation #106 |
View Raw JSON Data
{
"block": 39637284,
"op": [
"fill_vesting_withdraw",
{
"deposited": "0.325 STEEM",
"from_account": "purechocola",
"to_account": "purechocola",
"withdrawn": "640.231221 VESTS"
}
],
"op_in_trx": 0,
"timestamp": "2020-01-04T15:37:03",
"trx_id": "0000000000000000000000000000000000000000",
"trx_in_block": 4294967295,
"virtual_op": 106
}sergiom2flagged (-10.00%) @purechocola / study-finds-google-system-could-improve-breast-cancer-detection2020/01/02 15:55:24
sergiom2flagged (-10.00%) @purechocola / study-finds-google-system-could-improve-breast-cancer-detection
2020/01/02 15:55:24
| author | purechocola |
| permlink | study-finds-google-system-could-improve-breast-cancer-detection |
| voter | sergiom2 |
| weight | -1000 (-10.00%) |
| Transaction Info | Block #39580147/Trx 29df7f67e7d7e57ff1c8ef3b965bf1f2f9312e05 |
View Raw JSON Data
{
"block": 39580147,
"op": [
"vote",
{
"author": "purechocola",
"permlink": "study-finds-google-system-could-improve-breast-cancer-detection",
"voter": "sergiom2",
"weight": -1000
}
],
"op_in_trx": 0,
"timestamp": "2020-01-02T15:55:24",
"trx_id": "29df7f67e7d7e57ff1c8ef3b965bf1f2f9312e05",
"trx_in_block": 29,
"virtual_op": 0
}2020/01/02 14:18:06
2020/01/02 14:18:06
| author | purechocola |
| permlink | study-finds-google-system-could-improve-breast-cancer-detection |
| voter | bataklik99 |
| weight | 10000 (100.00%) |
| Transaction Info | Block #39578206/Trx 57fdf53f0ea5f23a328564246a55ffb6b6ad3747 |
View Raw JSON Data
{
"block": 39578206,
"op": [
"vote",
{
"author": "purechocola",
"permlink": "study-finds-google-system-could-improve-breast-cancer-detection",
"voter": "bataklik99",
"weight": 10000
}
],
"op_in_trx": 0,
"timestamp": "2020-01-02T14:18:06",
"trx_id": "57fdf53f0ea5f23a328564246a55ffb6b6ad3747",
"trx_in_block": 22,
"virtual_op": 0
}2020/01/02 13:57:03
2020/01/02 13:57:03
| author | cheetah |
| body | Hi! I am a robot. I just upvoted you! I found similar content that readers might be interested in: https://canoe.com/health/google-ai-system-as-good-as-radiologists-at-detecting-breast-cancer-study |
| json metadata | |
| parent author | purechocola |
| parent permlink | study-finds-google-system-could-improve-breast-cancer-detection |
| permlink | cheetah-re-purechocolastudy-finds-google-system-could-improve-breast-cancer-detection |
| title | |
| Transaction Info | Block #39577787/Trx f65c421be5157cebd3bd45b9aed68c45404c9fcd |
View Raw JSON Data
{
"block": 39577787,
"op": [
"comment",
{
"author": "cheetah",
"body": "Hi! I am a robot. I just upvoted you! I found similar content that readers might be interested in:\nhttps://canoe.com/health/google-ai-system-as-good-as-radiologists-at-detecting-breast-cancer-study",
"json_metadata": "",
"parent_author": "purechocola",
"parent_permlink": "study-finds-google-system-could-improve-breast-cancer-detection",
"permlink": "cheetah-re-purechocolastudy-finds-google-system-could-improve-breast-cancer-detection",
"title": ""
}
],
"op_in_trx": 0,
"timestamp": "2020-01-02T13:57:03",
"trx_id": "f65c421be5157cebd3bd45b9aed68c45404c9fcd",
"trx_in_block": 32,
"virtual_op": 0
}2020/01/02 13:57:00
2020/01/02 13:57:00
| author | purechocola |
| permlink | study-finds-google-system-could-improve-breast-cancer-detection |
| voter | cheetah |
| weight | 8 (0.08%) |
| Transaction Info | Block #39577786/Trx 0454f5463a7a3925f5f1d5874e2d92a466ab709e |
View Raw JSON Data
{
"block": 39577786,
"op": [
"vote",
{
"author": "purechocola",
"permlink": "study-finds-google-system-could-improve-breast-cancer-detection",
"voter": "cheetah",
"weight": 8
}
],
"op_in_trx": 0,
"timestamp": "2020-01-02T13:57:00",
"trx_id": "0454f5463a7a3925f5f1d5874e2d92a466ab709e",
"trx_in_block": 36,
"virtual_op": 0
}purechocolapublished a new post: study-finds-google-system-could-improve-breast-cancer-detection2020/01/02 13:56:48
purechocolapublished a new post: study-finds-google-system-could-improve-breast-cancer-detection
2020/01/02 13:56:48
| author | purechocola |
| body |  CHICAGO (Reuters) - A Google artificial intelligence system proved as good as expert radiologists at detecting which women had breast cancer based on screening mammograms and showed promise at reducing errors, researchers in the United States and Britain reported. https://www.reuters.com/video/?videoId=OVBUHL5RB&jwsource=cl The study, published in the journal Nature on Wednesday, is the latest to show that artificial intelligence (AI) has the potential to improve the accuracy of screening for breast cancer, which affects one in eight women globally. Radiologists miss about 20% of breast cancers in mammograms, the American Cancer Society says, and half of all women who get the screenings over a 10-year period have a false positive result. The findings of the study, developed with Alphabet Inc’s (GOOGL.O) DeepMind AI unit, which merged with Google Health in September, represent a major advance in the potential for the early detection of breast cancer, Mozziyar Etemadi, one of its co-authors from Northwestern Medicine in Chicago, said. The team, which included researchers at Imperial College London and Britain’s National Health Service, trained the system to identify breast cancers on tens of thousands of mammograms. They then compared the system’s performance with the actual results from a set of 25,856 mammograms in the United Kingdom and 3,097 from the United States. The study showed the AI system could identify cancers with a similar degree of accuracy to expert radiologists, while reducing the number of false positive results by 5.7% in the U.S.-based group and by 1.2% in the British-based group. It also cut the number of false negatives, where tests are wrongly classified as normal, by 9.4% in the U.S. group, and by 2.7% in the British group. These differences reflect the ways in which mammograms are read. In the United States, only one radiologist reads the results and the tests are done every one to two years. In Britain, the tests are done every three years, and each is read by two radiologists. When they disagree, a third is consulted. ‘SUBTLE CUES’ In a separate test, the group pitted the AI system against six radiologists and found it outperformed them at accurately detecting breast cancers. Connie Lehman, chief of the breast imaging department at Harvard’s Massachusetts General Hospital, said the results are in line with findings from several groups using AI to improve cancer detection in mammograms, including her own work. The notion of using computers to improve cancer diagnostics is decades old, and computer-aided detection (CAD) systems are commonplace in mammography clinics, yet CAD programs have not improved performance in clinical practice. The issue, Lehman said, is that current CAD programs were trained to identify things human radiologists can see, whereas with AI, computers learn to spot cancers based on the actual results of thousands of mammograms. This has the potential to “exceed human capacity to identify subtle cues that the human eye and brain aren’t able to perceive,” Lehman added. Although computers have not been “super helpful” so far, “what we’ve shown at least in tens of thousands of mammograms is the tool can actually make a very well-informed decision,” Etemadi said. The study has some limitations. Most of the tests were done using the same type of imaging equipment, and the U.S. group contained a lot of patients with confirmed breast cancers. Crucially, the team has yet to show the tool improves patient care, said Dr Lisa Watanabe, chief medical officer of CureMetrix, whose AI mammogram program won U.S. approval last year. “AI software is only helpful if it actually moves the dial for the radiologist,” she said. Etemadi agreed that those studies are needed, as is regulatory approval, a process that could take several years. Reporting by Julie Steenhuysen in Chicago; Editing by Alexander Smith and Matthew Lewis ‘SUBTLE CUES’ In a separate test, the group pitted the AI system against six radiologists and found it outperformed them at accurately detecting breast cancers. Connie Lehman, chief of the breast imaging department at Harvard’s Massachusetts General Hospital, said the results are in line with findings from several groups using AI to improve cancer detection in mammograms, including her own work. The notion of using computers to improve cancer diagnostics is decades old, and computer-aided detection (CAD) systems are commonplace in mammography clinics, yet CAD programs have not improved performance in clinical practice. The issue, Lehman said, is that current CAD programs were trained to identify things human radiologists can see, whereas with AI, computers learn to spot cancers based on the actual results of thousands of mammograms. This has the potential to “exceed human capacity to identify subtle cues that the human eye and brain aren’t able to perceive,” Lehman added. Although computers have not been “super helpful” so far, “what we’ve shown at least in tens of thousands of mammograms is the tool can actually make a very well-informed decision,” Etemadi said. The study has some limitations. Most of the tests were done using the same type of imaging equipment, and the U.S. group contained a lot of patients with confirmed breast cancers. Crucially, the team has yet to show the tool improves patient care, said Dr Lisa Watanabe, chief medical officer of CureMetrix, whose AI mammogram program won U.S. approval last year. “AI software is only helpful if it actually moves the dial for the radiologist,” she said. Etemadi agreed that those studies are needed, as is regulatory approval, a process that could take several years. |
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| permlink | study-finds-google-system-could-improve-breast-cancer-detection |
| title | Study finds Google system could improve breast cancer detection |
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"body": "\n\nCHICAGO (Reuters) - A Google artificial intelligence system proved as good as expert radiologists at detecting which women had breast cancer based on screening mammograms and showed promise at reducing errors, researchers in the United States and Britain reported.\n\nhttps://www.reuters.com/video/?videoId=OVBUHL5RB&jwsource=cl\n\n\nThe study, published in the journal Nature on Wednesday, is the latest to show that artificial intelligence (AI) has the potential to improve the accuracy of screening for breast cancer, which affects one in eight women globally.\n\nRadiologists miss about 20% of breast cancers in mammograms, the American Cancer Society says, and half of all women who get the screenings over a 10-year period have a false positive result.\n\nThe findings of the study, developed with Alphabet Inc’s (GOOGL.O) DeepMind AI unit, which merged with Google Health in September, represent a major advance in the potential for the early detection of breast cancer, Mozziyar Etemadi, one of its co-authors from Northwestern Medicine in Chicago, said.\nThe team, which included researchers at Imperial College London and Britain’s National Health Service, trained the system to identify breast cancers on tens of thousands of mammograms.\n\nThey then compared the system’s performance with the actual results from a set of 25,856 mammograms in the United Kingdom and 3,097 from the United States.\n\nThe study showed the AI system could identify cancers with a similar degree of accuracy to expert radiologists, while reducing the number of false positive results by 5.7% in the U.S.-based group and by 1.2% in the British-based group.\n\nIt also cut the number of false negatives, where tests are wrongly classified as normal, by 9.4% in the U.S. group, and by 2.7% in the British group.\nThese differences reflect the ways in which mammograms are read. In the United States, only one radiologist reads the results and the tests are done every one to two years. In Britain, the tests are done every three years, and each is read by two radiologists. When they disagree, a third is consulted.\n\n‘SUBTLE CUES’\nIn a separate test, the group pitted the AI system against six radiologists and found it outperformed them at accurately detecting breast cancers.\n\nConnie Lehman, chief of the breast imaging department at Harvard’s Massachusetts General Hospital, said the results are in line with findings from several groups using AI to improve cancer detection in mammograms, including her own work.\n\nThe notion of using computers to improve cancer diagnostics is decades old, and computer-aided detection (CAD) systems are commonplace in mammography clinics, yet CAD programs have not improved performance in clinical practice.\n\n\nThe issue, Lehman said, is that current CAD programs were trained to identify things human radiologists can see, whereas with AI, computers learn to spot cancers based on the actual results of thousands of mammograms.\n\nThis has the potential to “exceed human capacity to identify subtle cues that the human eye and brain aren’t able to perceive,” Lehman added.\n\nAlthough computers have not been “super helpful” so far, “what we’ve shown at least in tens of thousands of mammograms is the tool can actually make a very well-informed decision,” Etemadi said.\n\nThe study has some limitations. Most of the tests were done using the same type of imaging equipment, and the U.S. group contained a lot of patients with confirmed breast cancers.\n\nCrucially, the team has yet to show the tool improves patient care, said Dr Lisa Watanabe, chief medical officer of CureMetrix, whose AI mammogram program won U.S. approval last year.\n\n“AI software is only helpful if it actually moves the dial for the radiologist,” she said.\n\nEtemadi agreed that those studies are needed, as is regulatory approval, a process that could take several years.\n\nReporting by Julie Steenhuysen in Chicago; Editing by Alexander Smith and Matthew Lewis\n\n\n‘SUBTLE CUES’\nIn a separate test, the group pitted the AI system against six radiologists and found it outperformed them at accurately detecting breast cancers.\n\nConnie Lehman, chief of the breast imaging department at Harvard’s Massachusetts General Hospital, said the results are in line with findings from several groups using AI to improve cancer detection in mammograms, including her own work.\n\nThe notion of using computers to improve cancer diagnostics is decades old, and computer-aided detection (CAD) systems are commonplace in mammography clinics, yet CAD programs have not improved performance in clinical practice.\n\nThe issue, Lehman said, is that current CAD programs were trained to identify things human radiologists can see, whereas with AI, computers learn to spot cancers based on the actual results of thousands of mammograms.\n\nThis has the potential to “exceed human capacity to identify subtle cues that the human eye and brain aren’t able to perceive,” Lehman added.\n\nAlthough computers have not been “super helpful” so far, “what we’ve shown at least in tens of thousands of mammograms is the tool can actually make a very well-informed decision,” Etemadi said.\n\nThe study has some limitations. Most of the tests were done using the same type of imaging equipment, and the U.S. group contained a lot of patients with confirmed breast cancers.\n\nCrucially, the team has yet to show the tool improves patient care, said Dr Lisa Watanabe, chief medical officer of CureMetrix, whose AI mammogram program won U.S. approval last year.\n\n“AI software is only helpful if it actually moves the dial for the radiologist,” she said.\n\nEtemadi agreed that those studies are needed, as is regulatory approval, a process that could take several years.",
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2019/11/23 15:37:03
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2019/11/16 15:37:03
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2019/11/09 15:37:03
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}purechocolapublished a new post: car-with-four-young-people-drives-in-on-pole-in-dead-and-person-in-danger2019/11/09 08:43:51
purechocolapublished a new post: car-with-four-young-people-drives-in-on-pole-in-dead-and-person-in-danger
2019/11/09 08:43:51
| author | purechocola |
| body | @@ -1,18 +1,4 @@ -(begin summer%0A road @@ -269,27 +269,9 @@ r is - in danger AKA me!%0A +! %0A!%5Bd |
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| permlink | car-with-four-young-people-drives-in-on-pole-in-dead-and-person-in-danger |
| title | Car with four young people drives in on pole in ...: dead and person in danger |
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2019/11/02 15:37:03
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2019/11/01 08:05:33
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purechocolareceived 0.324 STEEM from power down installment (0.394 SP)
2019/10/26 15:37:03
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2019/10/25 20:48:33
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2019/10/25 17:05:36
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}purechocolapublished a new post: car-with-four-young-people-drives-in-on-pole-in-dead-and-person-in-danger2019/10/25 16:48:12
purechocolapublished a new post: car-with-four-young-people-drives-in-on-pole-in-dead-and-person-in-danger
2019/10/25 16:48:12
| author | purechocola |
| body | @@ -1,8 +1,22 @@ +(begin summer%0A road in @@ -279,17 +279,35 @@ other is -! + in danger AKA me!%0A %0A!%5Bdange |
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| permlink | car-with-four-young-people-drives-in-on-pole-in-dead-and-person-in-danger |
| title | Car with four young people drives in on pole in ...: dead and person in danger |
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purechocolapublished a new post: car-with-four-young-people-drives-in-on-pole-in-dead-and-person-in-danger
2019/10/25 16:43:33
| author | purechocola |
| body | road in ... is this morning at the intersection with the ... completely closed off after a major traffic accident. A car with four passengers, aged 19 and 20, drove into a lighting pole at around 8.30 am. One of the young people died as a result of the blow and another is!   |
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| permlink | car-with-four-young-people-drives-in-on-pole-in-dead-and-person-in-danger |
| title | Car with four young people drives in on pole in ...: dead and person in danger |
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purechocolareceived 0.324 STEEM from power down installment (0.394 SP)
2019/10/19 15:37:03
| deposited | 0.324 STEEM |
| from account | purechocola |
| to account | purechocola |
| withdrawn | 640.231221 VESTS |
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purechocolastarted power down of 5.117 SP
2019/10/12 15:37:03
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2019/10/12 15:28:18
| author | roelandp |
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purechocolacancelled power down
2019/10/12 08:53:12
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purechocolastarted power down of 4.862 SP
2019/10/12 08:43:03
| account | purechocola |
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}purechocolaupdated their account properties2019/10/12 08:38:03
purechocolaupdated their account properties
2019/10/12 08:38:03
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2019/10/12 07:01:39
| author | jerrybanfield |
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}purechocolaupvoted (100.00%) @jerrybanfield / twitchprimevstwitchvstwitchturbo-a46npswc952019/10/12 04:57:45
purechocolaupvoted (100.00%) @jerrybanfield / twitchprimevstwitchvstwitchturbo-a46npswc95
2019/10/12 04:57:45
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}purechocolaupvoted (100.00%) @jerrybanfield / howtogetsponsorsonyoutubenewstrategiesfor2020-1jhvj9x8bt2019/10/12 00:05:51
purechocolaupvoted (100.00%) @jerrybanfield / howtogetsponsorsonyoutubenewstrategiesfor2020-1jhvj9x8bt
2019/10/12 00:05:51
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2019/10/11 19:45:42
| author | jerrybanfield |
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}purechocolaupvoted (100.00%) @jerrybanfield / top10affiliatemarketingprogramsfor2020-7co9i5v5yk2019/10/11 12:22:03
purechocolaupvoted (100.00%) @jerrybanfield / top10affiliatemarketingprogramsfor2020-7co9i5v5yk
2019/10/11 12:22:03
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}purechocolaupvoted (100.00%) @jerrybanfield / howtoearnacommentpinnedonyoutubeasaviewer-v1mmnhohp62019/10/11 07:33:42
purechocolaupvoted (100.00%) @jerrybanfield / howtoearnacommentpinnedonyoutubeasaviewer-v1mmnhohp6
2019/10/11 07:33:42
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}purechocolaupvoted (100.00%) @jerrybanfield / getwhatyouwantmeditation-lquwppm1ng2019/10/11 01:02:03
purechocolaupvoted (100.00%) @jerrybanfield / getwhatyouwantmeditation-lquwppm1ng
2019/10/11 01:02:03
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| permlink | getwhatyouwantmeditation-lquwppm1ng |
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2019/10/10 19:17:54
| author | jerrybanfield |
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2019/10/10 03:13:36
| author | jerrybanfield |
| permlink | mastermindforbusinessaccelerationonlinewithdailyvideocallsonzoom-w0tzhxqt2i |
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2019/10/10 02:17:36
| author | jerrybanfield |
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2019/10/10 00:21:54
| author | jerrybanfield |
| permlink | howtowritevideotitlesthatgetviewssimplestrategywithyoutubesearch-2zgnx06us3 |
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2019/10/09 23:17:51
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purechocolaupvoted (100.00%) @jerrybanfield / whentostartcommentmoderationonyoutube-ibjy0wypk5
2019/10/08 21:01:39
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purechocolaupvoted (100.00%) @jerrybanfield / timferrissendspodcastcrowdfundingexperiment-z8ei0h9g1d
2019/10/08 13:05:45
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2019/10/08 06:25:39
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2019/10/08 03:25:48
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2019/10/08 02:57:48
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purechocolaupvoted (100.00%) @jerrybanfield / whatissuccessmydefinitionislovingwhatihave-bbwhzhfvoj
2019/10/07 23:25:48
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purechocolaupvoted (100.00%) @jerrybanfield / writeapdfreaderapplicationinandroidstudio-oxxs2e9wkd
2019/10/07 20:45:39
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2019/10/07 01:41:54
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purechocolaupvoted (100.00%) @jerrybanfield / anythingworthdoingisworthdoingpoorly-d7tchxnxwe
2019/10/05 15:41:57
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purechocolaupvoted (100.00%) @jerrybanfield / createagroupclassinacuityscheduling-8k3c2cglzl
2019/10/04 22:57:39
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purechocolaupvoted (100.00%) @jerrybanfield / canthebitcoinpricereach100kbtctop10reasonsyesno-9t4b1dm7fg
2019/10/03 21:13:51
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purechocolaupvoted (100.00%) @jerrybanfield / top10newindiemusicianstodiscoverinseptember2019-gmslv9ugvk
2019/10/02 23:05:54
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purechocolaupvoted (100.00%) @jerrybanfield / acuityschedulingbookingbarinstallationtutorial-jx3q2hz3lt
2019/10/02 22:17:48
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2019/10/02 19:22:06
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2019/10/02 05:21:51
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2019/10/02 05:13:48
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2019/10/01 23:37:42
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purechocolaupvoted (100.00%) @jerrybanfield / bestgolangbasicsandwebdevelopmentcoursefor2019-kwm823hkdi
2019/10/01 19:17:36
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2019/10/01 14:30:00
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purechocolaupvoted (100.00%) @jerrybanfield / aastep7humblyaskedhimtoremoveourshortcomings-5yb07fvhne
2019/10/01 03:05:48
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2019/09/30 23:57:36
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purechocolaupvoted (100.00%) @jerrybanfield / startpython3codingtoday-uitu1esukg
2019/09/30 07:33:51
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2019/09/29 22:02:00
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purechocolaupvoted (100.00%) @jerrybanfield / myfavoritegsuitefeaturehowtocreateagmailalias-gfmhywczxm
2019/09/28 08:17:42
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2019/09/28 05:37:48
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2019/09/28 05:01:45
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}purechocolaupvoted (100.00%) @jerrybanfield / newonlineworkshopswithjerrybanfield-vwjg75og7m2019/09/27 23:53:30
purechocolaupvoted (100.00%) @jerrybanfield / newonlineworkshopswithjerrybanfield-vwjg75og7m
2019/09/27 23:53:30
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2019/09/27 21:25:51
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