AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME https://t.co/4zLFH6Yky2
International evaluation of an AI system for breast cancer screening.
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Jan 2020 – Aug 2025Where it's discussed
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AI synopsis
What people are saying
The overall discussions reflect a positive reception, with phrases like 'AI outperforming humans' and 'potential to save lives' showing excitement and belief in the importance of this research. The tone is supportive, often citing external sources and emphasizing technological advancements, which contributes to the high agreement and impact scores.
Most discussions agree that the AI system shows strong performance and potential benefits, supporting the positive view of the publication.
Posts demonstrate moderate interest, mentioning the study and its implications, but they tend to focus on support rather than deep analysis or critique.
Comments reference the article with some depth, mentioning aspects like performance and ethical considerations, though they are mostly superficial rather than detailed discussions.
Many posts highlight the significance of the AI system's performance, emphasizing its potential to improve diagnostics and reduce workload, indicating high perceived impact.
Abstract in brief
- The AI system for breast cancer screening significantly reduces false positives (by up to 57%) and false negatives (up to 94%) in clinical settings, outperforming human radiologists.
- The system demonstrates strong generalizability from UK to USA datasets and outperforms average radiologists with an area under the curve (AUC) that is 1.15 points higher, indicating more accurate predictions.
- In simulations mimicking double-reading processes, the AI maintained high performance and decreased the workload of second radiologists by 88%, suggesting potential to improve screening efficiency and decision accuracy.]
Top posts
Most liked on X and BlueskyA group of concerned researchers, including @bhaibeka and @michaelhoffman, publishes a comment in Nature: "the absence of sufficiently documented methods and computer code underlying the study effectively undermines its scientific value" https://t.co/CozUkim3rn
A peine entré en 2020 et déjà dans le futur ... McKinney, S.M., Sieniek, M., Godbole, V. et al. International evaluation of an AI system for breast cancer screening. Nature 577, 89–94 (2020) https://t.co/9zqRW5YDDO
Diagnozy medyczne AI: W 2020 w „Nature” opisano („International evaluation of an AI system for breast cancer screening”) program diagnozujący raka z dokładnością zbliżoną do diagnostów, a niekiedy ich przewyższający. Tak, że lekarz to wymierający zawód. https://t.co/25BpEXh8tE https://t.co/EYsUlpvCCw
Their letter is about a study from @GoogleHealth titled "International evaluation of an AI system for breast cancer screening." It's good work. Importantly for this discussion, it is a model *evaluation* study, not a model *development* study. https://t.co/vM7F5x1IT5 2/12
International evaluation of an AI system for breast cancer screening | Nature https://t.co/3l3mlGAaAv https://t.co/OsqhKd3vlD https://t.co/i1SJSazJqt #BreastCancer #AI https://t.co/r2UXN02xDq
All mentions
Introduction to AI in Biomedical Data Analysis
This video presents an introductory course on artificial intelligence, with a focus on AI approaches for analyzing biomedical data. It covers definitions of AI, its history, recent advances in healthcare, and challenges…
Assessing the Role of AI in Modern Healthcare Practices
This video explores the use of generative AI tools like ChatGPT and Gemini in healthcare. It discusses benefits such as improved patient communication and decision-making support, alongside the risks, limitations, and…
I don't understand "dystopian". Humans should create tools in order to improve on human performance. Here's one example of AI outperforming humans in an area of diagnostics. And wouldn't it be unethical to not use the tools, if they're better? pubmed.ncbi.nlm.nih.gov/31894144/
pubmed.ncbi.nlm.nih.gov/29777175/ pubmed.ncbi.nlm.nih.gov/31894144/ I'm not an expert, but I also know someone who works higher up in a hospital who says the same things.
"Система штучного інтелекту точно прогнозує, виключно на основі мамограм, чи буде у пацієнта позитивний результат біопсії на рак молочної залози. Вона робить це точніше, ніж окремі фахівці, з нижчими показниками хибнопозитивних результатів." https://t.co/EZw3gvQiWC https://t.co/5s7XqZiMdj https://t.co/11N7y9Sz7X
[2] McKinney, S. M., Sieniek, M., Godbole, V., Godwin, J., Antropova, N., Ashrafian, H., ... & Etemadi, M. (2020). International evaluation of an AI system for breast cancer screening. Nature, 577(7788), 89-94.
International evaluation of an AI system for breast cancer screening | Nature https://t.co/NDr2cRkAeC
International evaluation of an AI system for breast cancer screening - https://t.co/DDWg2Ttjpv
Can breast cancer be surely predicted by using AI? Check this out in: International evaluation of an AI system for breast cancer screening https://t.co/RzAKY4vD80 https://t.co/8XhOy0et4v
International evaluation of an AI system for breast cancer screening | Nature https://t.co/Nt9TYWYSYA
International evaluation of an AI system for breast cancer screening | Nature https://t.co/FNd78DgBrp
RT @andy_wilinski: Diagnozy medyczne AI: W 2020 w „Nature” opisano („International evaluation of an AI system for breast cancer screening”)…
Diagnozy medyczne AI: W 2020 w „Nature” opisano („International evaluation of an AI system for breast cancer screening”) program diagnozujący raka z dokładnością zbliżoną do diagnostów, a niekiedy ich przewyższający. Tak, że lekarz to wymierający zawód. https://t.co/25BpEXh8tE https://t.co/EYsUlpvCCw
International evaluation of an AI system for breast cancer screening | Nature https://t.co/C1oJLAYSqa
International evaluation of an AI system for breast cancer screening | Nature. Some jobs going https://t.co/5uqIENLDPp
RT @LorenaABarba: A group of concerned researchers, including @bhaibeka and @michaelhoffman, publishes a comment in Nature: "the absence of…
RT @LorenaABarba: A group of concerned researchers, including @bhaibeka and @michaelhoffman, publishes a comment in Nature: "the absence of…
RT @LorenaABarba: A group of concerned researchers, including @bhaibeka and @michaelhoffman, publishes a comment in Nature: "the absence of…
A group of concerned researchers, including @bhaibeka and @michaelhoffman, publishes a comment in Nature: "the absence of sufficiently documented methods and computer code underlying the study effectively undermines its scientific value" https://t.co/CozUkim3rn
@brembs @CharlesOppenh @paul_abrahams @RickyPo @lisalibrarian @markrobinsonca @cframmery @vestager See also article about AI and cancer decisional tool Transparency and reproducibility in artificial intelligence https://t.co/OjsYkul8qD comment on original article International evaluation of an AI system for breast cancer screening https://t.co/jTQ7Tj87s0
@jpirruccello @DrLukeOR @daniela_witten "That it was published in Nature seems to be more due to how the model was developed than its performance." The title of the paper is "International evaluation of an AI system for breast cancer screening" and not "Development of an AI system for breast cancer screening"
@DrLukeOR Train, tune, test. Isn't that model development? https://t.co/h3FtAKAJZd https://t.co/9w0w8Jjxsf
RT @DrLukeOR: Their letter is about a study from @GoogleHealth titled "International evaluation of an AI system for breast cancer screenin…
Their letter is about a study from @GoogleHealth titled "International evaluation of an AI system for breast cancer screening." It's good work. Importantly for this discussion, it is a model *evaluation* study, not a model *development* study. https://t.co/vM7F5x1IT5 2/12
2/3 ...which comments on earlier work by McKinney and colleagues on breast cancer screening by AI https://t.co/fpBFUCfVmb
Addendum: International evaluation of an AI system for breast cancer screening https://t.co/Y7oQQKiYmR https://t.co/39K9yp7Ow4
International evaluation of an AI system for breast cancer screening https://t.co/nqGRE4Goxo #InternationalEvaluation #Ai #BreastCancer
Share your views and thoughts on International evaluation of an AI system for breast cancer screening in https://t.co/GRr4WEw2Xb Journal of Biochemistry and Biotechnology #NovelResearch #CaseReports #OpenAccess #Publications #PeerReviewProcess
International evaluation of an AI system for breast cancer screening | Nature https://t.co/oVk8gqF2Qo
@itzial Mira a google utilizar #AI para mejorar la precisión en el dx por imagen:
@usmankayaniphd Hi hun, there ya go: https://t.co/goBTCvbgre
How much longer before AI starts augmenting Oral Radiologists? AI in mammogram interpretations outperformed 6 radiologists. https://t.co/bOSyM3zIbU https://t.co/eu8cgFuPyw @AAOMRAssoc @TonyMecham @Dr_EmadKhan @OMFRadiologists @DrGstoothpix @ChutamasDeepho @CBCT_Magazine https://t.co/FGWAGwfdEJ
Moderate improvements in diagnostic accuracy but possibly a good way to reduce workload: AI to read breast cancer screens, out of Google, published last month in Nature https://t.co/FOjM5BL4qz
International evaluation of an AI system for breast cancer screening. - PubMed - NCBI https://t.co/LtDwOvFCJK
International evaluation of an AI system for breast cancer screening | Nature https://t.co/3l3mlGAaAv https://t.co/OsqhKd3vlD https://t.co/i1SJSazJqt #BreastCancer #AI https://t.co/39jWU1e7YZ
Dr. Han Joo Lee, 2nd year Resident presenting at Journal Club "International evaluation of an AI System for Breast Cancer Screening" @USaskMedDean https://t.co/aZpoBCeAUU
International evaluation of an #AI system for breast cancer screening https://t.co/lymlZzPAuI
DeepMind: International evaluation of an AI system for breast cancer screening
International evaluation of an AI system for breast cancer screening. https://t.co/KB30Ax8NzV
この研究すごいですね! ついに #マンモグラフィ でも、人よりもAIの判定の方が正確になったようです。 私も同じようなことをやろうとしていたけど、完全にGoogleに負けました... #Nature ですよ! International evaluation of an AI system for breast cancer screening. https://t.co/dFHs47wwgd
RT @milesboard: International evaluation of an AI system for breast cancer screening #deeplearning https://t.co/vztwSwOAFQ https://t.co/PDt…
International evaluation of an AI system for breast cancer screening #deeplearning https://t.co/vztwSwOAFQ https://t.co/PDtE3hZuLE
"but it also missed a tumor that all six radiologists found."... International evaluation of an AI system for breast cancer screening | Nature https://t.co/FsfAH6KzVe
International evaluation of an AI system for breast cancer screening https://t.co/bvA2QrHlOC https://t.co/bvA2QrHlOC
International evaluation of an AI system for breast cancer screening | Nature | Nature Research: https://t.co/pi5tFUfpYP
International evaluation of an AI system for breast cancer screening https://t.co/16RT97jiRt
RT @milesboard: International evaluation of an #AI system for breast cancer screening #deeplearning https://t.co/R22v10oqqc https://t.co/x…
International evaluation of an #AI system for breast cancer screening #deeplearning https://t.co/R22v10oqqc https://t.co/xbsehQ6ODc
Trend up+1: *McKinney SM* et al (Nature) __International evaluation of an AI system for breast cancer screening__ https://t.co/sfm0Z2cjUZ
A study published in Nature - International evaluation of an AI system for breast cancer screening - https://t.co/tugTTHp6i8 https://t.co/ldR4qnZFYY
DeepMind: International evaluation of an AI system for breast cancer screening https://t.co/msjSJoQCgw
International evaluation of an AI system for breast #cancer #screening #ArtificialIntelligence https://t.co/niS3JixAWV
RT @PIFOP: A peine entré en 2020 et déjà dans le futur ... McKinney, S.M., Sieniek, M., Godbole, V. et al. International evaluation of an A…
RT @PIFOP: A peine entré en 2020 et déjà dans le futur ... McKinney, S.M., Sieniek, M., Godbole, V. et al. International evaluation of an A…
International evaluation of an AI system for breast cancer screening https://t.co/GFB3rGLivo
RT @D_Lvira: International evaluation of an #AI system for #breastcancer screening #Nature https://t.co/Lv8ClPVezK
International evaluation of an #AI system for #breastcancer screening #Nature https://t.co/Lv8ClPVezK
International evaluation of an AI system for breast cancer screening | Nature https://t.co/Md63ubjot2
The AI-story goes on, when will it hit the gastroenterologist :-) International evaluation of an AI system for breast cancer screening https://t.co/wuJTQLajGO
DeepMind: International evaluation of an AI system for breast cancer screening https://t.co/0FbzeVZUiK
RT @PIFOP: A peine entré en 2020 et déjà dans le futur ... McKinney, S.M., Sieniek, M., Godbole, V. et al. International evaluation of an A…
RT @PIFOP: A peine entré en 2020 et déjà dans le futur ... McKinney, S.M., Sieniek, M., Godbole, V. et al. International evaluation of an A…
RT @PIFOP: A peine entré en 2020 et déjà dans le futur ... McKinney, S.M., Sieniek, M., Godbole, V. et al. International evaluation of an A…
RT @PIFOP: A peine entré en 2020 et déjà dans le futur ... McKinney, S.M., Sieniek, M., Godbole, V. et al. International evaluation of an A…
A peine entré en 2020 et déjà dans le futur ... McKinney, S.M., Sieniek, M., Godbole, V. et al. International evaluation of an AI system for breast cancer screening. Nature 577, 89–94 (2020) https://t.co/9zqRW5YDDO
International evaluation of an AI system for breast cancer screening | Nature https://t.co/3l3mlGAaAv https://t.co/OsqhKd3vlD https://t.co/i1SJSazJqt #BreastCancer #AI https://t.co/r2UXN02xDq
International evaluation of an AI system for breast cancer screening. @morgfair @ShiCooks @theresamax @jnicky63 https://t.co/7HvOteoDFy
Ha ha! International evaluation of an AI system for breast cancer screening https://t.co/yLDrl9sebf
Professor Gilbert, Head of the Department of Radiology, University of Cambridge, was involved in the research of the recently published paper "International evaluation of an AI system for breast cancer screening" https://t.co/HtcO6jCGs0
International evaluation of an AI system for breast cancer screening | Nature https://t.co/VCF84cQeY0
International evaluation of an AI system for breast cancer screening https://t.co/AIPkVUeE8a
International evaluation of an AI system for breast cancer screening. - PubMed - NCBI https://t.co/C70PtXX3PP
Trend up+7: *McKinney SM* et al (Nature) __International evaluation of an AI system for breast cancer screening.__ https://t.co/sfm0Z2cjUZ
This has had lots of press recently - but here is the article published in @nature - International evaluation of an #AI system for #breast #cancer screening. Let us know your thoughts! :) https://t.co/3kbEvJQY7Z #TeamDCH #BePartofResearch @GoogleHealth @DeepMindAI https://t.co/leeV1TLwtI
https://t.co/N4EBRDyns4 International evaluation of an #AI system for #breast #cancer screening @nature - The code used for training the models has a large number of dependencies on internal tooling, infrastructure and hardware, and its release is therefore not feasible #IP #TTO
International evaluation of an AI system for breast cancer screening | Nature https://t.co/Umz8lN8TMI #AI #Breastcancer #Cancer
International evaluation of an #AI system for breast cancer screening | #Nature https://t.co/AyOYme8AmB from @naturenews #radiology #google #healthcare
International evaluation of an AI system for breast cancer screening | Nature https://t.co/6YSfmPPh4v https://t.co/Fzjmi8vQZi
International evaluation of an AI system for breast cancer screening https://t.co/oY2iHljHsc
International evaluation of an AI system for breast cancer screening - https://t.co/wevLTFYZ1g https://t.co/hHarSwIXNc https://t.co/tBl4FItrSt
International evaluation of an AI system for breast cancer screening | Nature https://t.co/1jAlf03o8B
International evaluation of an AI system for breast cancer screening https://t.co/lNR7mX41a6
Trending on PubMed: International evaluation of an AI system for breast cancer screening. https://t.co/bObA6K7CaS
International evaluation of an AI system for breast cancer screening https://t.co/EHwUklBYRa "Important work on #AI
RT @timedicina: Artigo: International evaluation of an AI system for breast cancer screening International evaluation of an AI system for b…
Artigo: International evaluation of an AI system for breast cancer screening International evaluation of an AI system for breast cancer screening https://t.co/SdkRrjMjbE
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
Trend new: *McKinney SM* et al (Nature) __International evaluation of an AI system for breast cancer screening.__ https://t.co/sfm0Z2cjUZ
International evaluation of an AI system for breast cancer screening https://t.co/ewWTI1NDiE
RT @dlang57500: International evaluation of an #AI system for breast #cancer screening https://t.co/uCLkdoCUCh
RT @mvicaracal: Online @nature: “International evaluation of an AI system for breast cancer screening” https://t.co/BhUEDIwbGD
International evaluation of an AI system for breast cancer screening | Nature https://t.co/hIjkTOBzMA
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
Trend up+18: *McKinney SM* et al (Nature) __International evaluation of an AI system for breast cancer screening.__ https://t.co/sfm0Z2cjUZ
@marcelsalathe Thanks to @Sci_Hub, you don't need to pay to read the details. https://t.co/pKXD5IWBic Totally agree that it's a problem that we can't see the data or the code though.
Trend new: *McKinney SM* et al (Nature) __International evaluation of an AI system for breast cancer screening.__ https://t.co/sfm0Z2cjUZ
International evaluation of an AI system for #breast #cancer screening | #diagnostic #health #machinelearning #mammography https://t.co/4aI0GF6Ua1
Reading Nature on the new Google breast cancer screening deep learning results (https://t.co/y5HPOQbMbj), the paper mentions some techniques I hadn’t heard of before. I always like to pay attention to Google papers for techniques that are useful since their DL work is so good.
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
So more information about the work are in the supplementary material (which I missed initially): https://t.co/eIXwj5pO9W https://t.co/MOLsmSX4Hp
Nature: International evaluation of an AI system for breast cancer screening $GOOG $GOOGL DOI for Sci-Hub (copy/paste): 10.1038/s41586-019-1799-6 https://t.co/ImwUrnq8ID
سیستم هوش مصنوعی گوگل، سرطان سینه را در غربالگری دقیقتر از رادیولوژیستها تشخیص میدهد، بهطوری که تعداد موارد مثبت کاذب و منفی کاذب آن بهطور معنیداری کمتر است. https://t.co/TXfuwX7bPH
International evaluation of an AI system for breast cancer screening | Nature | Saving lives https://www.nature.com/articles/s41586-019-1799-6 #DeepLearning #MachineLearning
AI shows promise for breast cancer screening https://t.co/2wBuk4mDFF International evaluation of an AI system for breast cancer screening | Nature https://t.co/YqvjwGX58T https://t.co/Y5rId9TaaK
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
RT @h_okumura: AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME ht…
AlphaGoで有名なDeepMindのマンモAI,米国では人間より優れ,英国では第1読影者より優れるも第2・最終判定は人間のほうがわずかに優れる https://t.co/G0jXaTLWec https://t.co/Wo6Z38g7ME https://t.co/4zLFH6Yky2
Artículo original https://t.co/6ilAnuu9HG https://t.co/JhydeHo1Ki
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G
TL
AP
PA
C
ZF
GZ
EL
DE
IB
R
KA
阿N
DB
JD
D
LX
LL
AP
DC
RS
DG
CR
DR
TD
NP
TF
P
LA
DC
PT
BM
AA
TM
た
NL
R
CP
C
多株
エピ
A
BN
と
なヽ
E
Y
SI
は
B
EN
U
GK
M
T
H
NS
GI
Y光
な
YY
AM