Headache May 2023 PMID 36853848

Investigating the effects of weather on headache occurrence using a smartphone application and artificial intelligence: A retrospective observational cross-sectional study.

Masahito Katsuki, Muneto Tatsumoto, Kazuhito Kimoto, Takashige Iiyama, Masato Tajima, Tsuyoshi Munakata, Taihei Miyamoto, Tomokazu Shimazu

Mentions

89
Peak: 14 in Mar 2023
across 6 sources since Feb 2023

Extended reach

216,118
potential audience

Total likes

1,035

Video views

24,123

Mentions per month

Feb 2023 – Nov 2025

Where it's discussed

  • X / Twitter54 posts
  • Facebook17 posts
  • News13 articles
  • YouTube2 videos
  • Blogs2 articles
  • Instagram1 posts

AI synopsis

What people are saying

Overall, the discussions demonstrate positive acknowledgment of the research's significance, with examples like '75+ news outlets are covering' and 'my article received enough views,' emphasizing the study's media impact. The tone is supportive and curious, with language such as 'good news' and references to citations, showing both interest and recognition of the study's potential influence.

AgreementModerate agreement

Most discussions support the findings and acknowledge the significance of weather as a trigger for headaches, reflected in language like 'challenging' and 'supports the connection.'

InterestHigh interest

Posts show high curiosity about the study, with mentions of media coverage, citations, and the use of AI, indicating strong engagement with the topic.

EngagementModerate engagement

Some comments cite specific details from the research, discuss implications, and share related findings, reflecting moderate to deep engagement.

ImpactModerate impact

The discussions highlight the importance and influence of the study through remarks on its scientific contributions and references to top viewed and cited statuses.

Abstract in brief

  • This study used a large dataset from a smartphone app to explore how weather factors like barometric pressure, humidity, and rainfall influence the occurrence of headaches and migraines.
  • Both statistical and deep learning models showed that changes in weather, especially fluctuations in barometric pressure, are significantly linked to headache episodes, with certain patterns occurring hours or days before attacks.
  • The findings suggest that monitoring weather changes could help predict headache risk, which might lead to better headache management and prevention strategies.

Top posts

Most liked on X and Bluesky
きゅーてぃー勝木 cuty KATSKI シンガーソングライター YouTuber
@cuty_katsuki · X

今年もHeadacheという学術雑誌で最も引用されたTop10で賞をもらいました。AIの研究が旬なうちに頑張ります。 My article received enough citations to be a Top Cited Article. Read it here https://t.co/YX5n3qjRY9 #TopCitedArticle @wileyinresearch

Mar 19, 2025 · 40 likes · 2 shares · 2,685 followers View post →
Headache Journal
@HeadacheJournal · X

Open Access: Investigating the effects of #weather on #headache occurrence using a smartphone application and artificial intelligence: A retrospective observational cross-sectional study Masahito Katsuki MD et al https://t.co/VMkFO15LtH https://t.co/Zzxe3O4qBr

Mar 1, 2023 · 18 likes · 7 shares · 7,602 followers View post →
MasahitoKatsuki MDPhD 勝木将人 かつきまさひとAssociate Prof
@MasahitoKatsuki · X

Good news! My article received enough views to be a Top Viewed Article. Read it here https://t.co/E1yC1348PX #TopViewedArticle @wileyinresearch

Apr 16, 2025 · 14 likes · 1 share · 403 followers View post →
夢乃名菓 ゆめのめいか
@yumeno_meika · X

気圧の影響ガチ勢なので気圧による頭痛についての論文を読んでもっと気圧への理解を深めようと思います

Jul 30, 2024 · 9 likes · 3 shares · 14,068 followers View post →
きゅーてぃー勝木 cuty KATSKI シンガーソングライター YouTuber
@cuty_katsuki · X

https://t.co/BHTyFAanTL 新作です!頭痛ーるとの共同研究で天気と頭痛の発生についてビッグデータとAIで解析しました。気圧変化と湿度や雨が関係していることを明らかにしました。 令和らしくこの論文、ネットで知り合った人とだけでsubmitまでこぎつけました!これぞ令和!在宅ワーク!

Feb 28, 2023 · 9 likes · 2 shares · 2,685 followers View post →
Nat Rev Neurology
@NatRevNeurol · X

"Low barometric pressure, barometric pressure changes, higher humidity, and rainfall were associated with an increased number of headache occurrences" https://t.co/t6sAchllpB

Mar 1, 2023 · 6 likes · 4 shares · 46,596 followers View post →

All mentions

Scott W Powers, PhD, ABPP, FAHS
@ScottWPowers · X

RT @HeadacheJournal: Does #weather really trigger #headaches? 75+ news outlets are covering @HeadacheJournal study that used #artificial_in…

Oct 30, 2025 · 1 share · 443 followers View post →
Headache Journal
@HeadacheJournal · X

Does #weather really trigger #headaches? 75+ news outlets are covering @HeadacheJournal study that used #artificial_intelligence & smartphone app data to find out! Find the full article and video abstract here: https://t.co/OCfxZNaPPe https://t.co/kuO2B1BALB

Oct 29, 2025 · 4 likes · 1 share · 7,602 followers View post →
Scott W Powers, PhD, ABPP, FAHS
@ScottWPowers · X

RT @aagelfand: Does weather really trigger headaches? Multiple news outlets covered an  @HeadacheJournal study that used AI & smartphone ap…

Oct 25, 2025 · 4 shares · 443 followers View post →
Headache Journal
@HeadacheJournal · X

RT @aagelfand: Does weather really trigger headaches? Multiple news outlets covered an  @HeadacheJournal study that used AI & smartphone ap…

Oct 25, 2025 · 4 shares · 7,602 followers View post →
Elena Riva
@ElenaRiva75 · X

RT @aagelfand: Does weather really trigger headaches? Multiple news outlets covered an  @HeadacheJournal study that used AI & smartphone ap…

Oct 25, 2025 · 4 shares · 29 followers View post →
Nina Riggins, MD, PhD, FAAN, FAHS, UCNS Diplomate
@NinaRiggins · X

RT @aagelfand: Does weather really trigger headaches? Multiple news outlets covered an  @HeadacheJournal study that used AI & smartphone ap…

Oct 25, 2025 · 4 shares · 3,432 followers View post →
Amy Gelfand, MD
@aagelfand · X

Does weather really trigger headaches? Multiple news outlets covered an  @HeadacheJournal study that used AI & smartphone app data to find out! Find the full article and video abstract here: https://t.co/ANgH2T7yBR https://t.co/EQS5R7MWi1

Oct 24, 2025 · 6 likes · 4 shares · 1,840 followers View post →
Philipp S. Holstein
@PSHolstein · X

@Kachelmann @Ukerzel @eXTA So sehr ich Dich schätze, das ist etwas kurz gegriffen. Da man ja nur eine These widerlegen muss: Größte Studie dazu kommt aus Japan: https://t.co/NZvJWVKXji Oder hier: https://t.co/6XdszHT9dP Oder Uni Basel: https://t.co/zcqueL3Xi1

Oct 19, 2025 · 22,760 followers View post →
Tomokazu Shimazu
@Tomokazu012345 · X

Good news! My article received enough views to be a Top Viewed Article. Read it here https://t.co/themTOBgr3 #TopViewedArticle @wileyinresearch

Apr 19, 2025 · 1 like · 11 followers View post →
陸の雲丹
@landurchin37564 · X

RT @MasahitoKatsuki: Good news! My article received enough views to be a Top Viewed Article. Read it here https://t.co/E1yC1348PX #TopViewe…

Apr 17, 2025 · 1 share · 446 followers View post →
MasahitoKatsuki MDPhD 勝木将人 かつきまさひとAssociate Prof
@MasahitoKatsuki · X

Good news! My article received enough views to be a Top Viewed Article. Read it here https://t.co/E1yC1348PX #TopViewedArticle @wileyinresearch

Apr 16, 2025 · 14 likes · 1 share · 403 followers View post →
203mmH
@203mmH · X

論文はこれですね https://t.co/CIlAfmvSe0 読もう。

Mar 30, 2025 · 1 like · 6,977 followers View post →
acco
@macko312 · X

RT @cuty_katsuki: 今年もHeadacheという学術雑誌で最も引用されたTop10で賞をもらいました。AIの研究が旬なうちに頑張ります。 My article received enough citations to be a Top Cited Articl…

Mar 20, 2025 · 2 shares · 192 followers View post →
にゃんでもにゃ医
@lE9BrvyUwLLVZIE · X

RT @cuty_katsuki: 今年もHeadacheという学術雑誌で最も引用されたTop10で賞をもらいました。AIの研究が旬なうちに頑張ります。 My article received enough citations to be a Top Cited Articl…

Mar 19, 2025 · 2 shares · 6,354 followers View post →
きゅーてぃー勝木 cuty KATSKI シンガーソングライター YouTuber
@cuty_katsuki · X

今年もHeadacheという学術雑誌で最も引用されたTop10で賞をもらいました。AIの研究が旬なうちに頑張ります。 My article received enough citations to be a Top Cited Article. Read it here https://t.co/YX5n3qjRY9 #TopCitedArticle @wileyinresearch

Mar 19, 2025 · 40 likes · 2 shares · 2,685 followers View post →
Thomas Meinhardt
@MeinhardtThomas · X

@HHandtasche Conclusions: Using big data, we found that low barometric pressure, barometric pressure changes, higher humidity, and rainfall were associated with an increased number of headache occurrences. https://t.co/pKaJeHNlMp

Sep 8, 2024 · 3 likes · 605 followers View post →
ななふし
@nanafushi_t · X

台風が来てるので頭痛の研究調べてみたら2023年に頭痛ーるのデータを使った論文出てた。 気圧の変動は関係ある!って結論だけど、気圧の変化がある時にしか頭痛ーる開かなさそうだから解釈には注意が必要そう。 他は湿度、雨も関係あり。 https://t.co/wSuKIA3GPt

Aug 29, 2024 · 4 likes · 236 followers View post →
靖⋈今昔峠(はるやす)
@AOJy32 · X

RT @yumeno_meika: 気圧の影響ガチ勢なので気圧による頭痛についての論文を読んでもっと気圧への理解を深めようと思います

Jul 30, 2024 · 3 shares · 1,564 followers View post →
イェラ・エーテス
@eteshield · X

RT @yumeno_meika: 気圧の影響ガチ勢なので気圧による頭痛についての論文を読んでもっと気圧への理解を深めようと思います

Jul 30, 2024 · 3 shares · 546 followers View post →
飛駆鳥(相互垢)
@gifuvictory · X

RT @yumeno_meika: 気圧の影響ガチ勢なので気圧による頭痛についての論文を読んでもっと気圧への理解を深めようと思います

Jul 30, 2024 · 3 shares · 12,233 followers View post →
夢乃名菓 ゆめのめいか
@yumeno_meika · X

気圧の影響ガチ勢なので気圧による頭痛についての論文を読んでもっと気圧への理解を深めようと思います

Jul 30, 2024 · 9 likes · 3 shares · 14,068 followers View post →
薫音(かおるね)
@kaoru_g · X

RT @ksngtthm: ハァ……ハァ……エビデンス…… https://t.co/yF0wpV3tia

Jun 3, 2024 · 2 shares · 264 followers View post →
湯葉
@ny_yuba · X

RT @ksngtthm: ハァ……ハァ……エビデンス…… https://t.co/yF0wpV3tia

Jun 3, 2024 · 2 shares · 173 followers View post →
くさなぎにぼし
@ksngtthm · X

ハァ……ハァ……エビデンス…… https://t.co/yF0wpV3tia https://t.co/gX0rPpIXZj

Jun 3, 2024 · 6 likes · 2 shares · 1,304 followers View post →
吉村 優 ☕ YOSHIMURA Yuu
@_yyu_ · X

天気(気圧)と頭痛に関する論文⁽¹⁾を読んでたら、部分的に表だけlandscapeして二段組というおもしろい組版になっていたわけだけど、医学系の論文って著者が組版をやるのかな?

May 28, 2024 · 4 likes · 1,584 followers View post →
あいまいもこもこ
@m0ftn · X

RT @ksngtthm: これ https://t.co/yF0wpV2VsC

Apr 5, 2024 · 1 share · 577 followers View post →
くさなぎにぼし
@ksngtthm · X

これ https://t.co/yF0wpV2VsC

Apr 5, 2024 · 3 likes · 1 share · 1,304 followers View post →
mike132110
@mike132110 · X

@mojomojopon 頭痛の方は関連があるっていう論文がでてるから肩こりも関係ありそう https://t.co/vbM3aipdIl

Mar 28, 2024 · 1 like · 449 followers View post →
MasahitoKatsuki MDPhD 勝木将人 かつきまさひとAssociate Prof
@MasahitoKatsuki · X

@Tashfiyazm @wfneurology Thank you very much! https://t.co/t05vCNk6Ep

Oct 27, 2023 · 403 followers View post →
Lab_coat
@Lab_coat__ · X

@12k1i @7whistlers_VRC これとか? https://t.co/9MZzdBykac

Oct 16, 2023 · 6,799 followers View post →
Ryotaro Ishii M.D., Ph.D.
@ryotaro_ishii · X

RT @HeadacheJournal: Open Access: Investigating the effects of #weather on #headache occurrence using a smartphone application and artific…

Sep 17, 2023 · 7 shares · 129 followers View post →
MasahitoKatsuki MDPhD 勝木将人 かつきまさひとAssociate Prof
@MasahitoKatsuki · X

RT @HeadacheJournal: Open Access: Investigating the effects of #weather on #headache occurrence using a smartphone application and artific…

Sep 16, 2023 · 7 shares · 403 followers View post →
フライムベス
@FlimeBath · X

RT @Polip_keehaa: Kelman L., 2007. The triggers or precipitants of the acute migraine attack. Cephalalgia. 27(5), 394 - 402. DOI: 10.1111/j…

Jul 21, 2023 · 1 share · 903 followers View post →
ゆらぎ
@Polip_keehaa · X

Kelman L., 2007. The triggers or precipitants of the acute migraine attack. Cephalalgia. 27(5), 394 - 402. DOI: 10.1111/j.1468-2982.2007.01303.x Masahito K., et al., 2023. Headache. 63(5), 585 - 600. DOI: 10.1111/head.14482.

Jul 21, 2023 · 6 likes · 1 share · 753 followers View post →
永添泰子(性暴力から子ども達を守る社会に変えよう)
@packraty · X

Investigating the effects of weather on headache occurrence using a smartphone application and artificial intelligence: A retrospective observational cross‐sectional study Katsuki - 2023 - Headache: The Journal of Head and Face Pain - Wiley Online Library https://t.co/J6GDT4Vnck

Jul 11, 2023 · 1 like · 10,316 followers View post →
カエルプリンセス
@suimye · X

RT @inferist: @suimye まぁ既にやってる例はありますね (https://t.co/BX81IXcGny) CoI ありですが傾向自体はありそうということになってますね

Jun 3, 2023 · 1 share · 952 followers View post →
忍者と五時道
@inferist · X

@suimye まぁ既にやってる例はありますね (https://t.co/BX81IXcGny) CoI ありですが傾向自体はありそうということになってますね

Jun 3, 2023 · 2 likes · 1 share · 1,739 followers View post →
煮太
@nitakun__ · X

https://t.co/Jk9gANIYOw

Apr 6, 2023 · 1 like · 234 followers View post →
Cynthia Archer, M.D.
@YesIAmTheDoctor · X

RT @HeadacheJournal: Open Access: Investigating the effects of #weather on #headache occurrence using a smartphone application and artific…

Mar 21, 2023 · 7 shares · 528 followers View post →
きゅーてぃー勝木 cuty KATSKI シンガーソングライター YouTuber
@cuty_katsuki · X

RT @NatRevNeurol: "Low barometric pressure, barometric pressure changes, higher humidity, and rainfall were associated with an increased nu…

Mar 3, 2023 · 4 shares · 2,685 followers View post →
きゅーてぃー勝木 cuty KATSKI シンガーソングライター YouTuber
@cuty_katsuki · X

RT @HeadacheJournal: Open Access: Investigating the effects of #weather on #headache occurrence using a smartphone application and artific…

Mar 3, 2023 · 7 shares · 2,685 followers View post →
Hide
@h_taka_t_t · X

RT @CDLE_news: https://t.co/FFxZe6W8zQ

Mar 3, 2023 · 1 share · 104 followers View post →
CDLE公式
@CDLE_news · X

https://t.co/FFxZe6W8zQ

Mar 3, 2023 · 1 like · 1 share · 1,285 followers View post →
りょ
@sonograpotter · X

RT @cuty_katsuki: https://t.co/BHTyFAanTL 新作です!頭痛ーるとの共同研究で天気と頭痛の発生についてビッグデータとAIで解析しました。気圧変化と湿度や雨が関係していることを明らかにしました。 令和らしくこの論文、ネットで知り合った人と…

Mar 2, 2023 · 2 shares · 972 followers View post →
Nina Riggins, MD, PhD, FAAN, FAHS, UCNS Diplomate
@NinaRiggins · X

RT @HeadacheJournal: Open Access: Investigating the effects of #weather on #headache occurrence using a smartphone application and artific…

Mar 2, 2023 · 7 shares · 3,432 followers View post →
Jr Wei Wu, MD
@Bohemian_Wu · X

RT @HeadacheJournal: Open Access: Investigating the effects of #weather on #headache occurrence using a smartphone application and artific…

Mar 2, 2023 · 7 shares · 573 followers View post →
Luz_Villalobos
@heysiluv · X

RT @HeadacheJournal: Open Access: Investigating the effects of #weather on #headache occurrence using a smartphone application and artific…

Mar 1, 2023 · 7 shares · 688 followers View post →
Nora Jones
@norajhones1989 · X

RT @NatRevNeurol: "Low barometric pressure, barometric pressure changes, higher humidity, and rainfall were associated with an increased nu…

Mar 1, 2023 · 4 shares · 93 followers View post →
Headache Journal
@HeadacheJournal · X

Open Access: Investigating the effects of #weather on #headache occurrence using a smartphone application and artificial intelligence: A retrospective observational cross-sectional study Masahito Katsuki MD et al https://t.co/VMkFO15LtH https://t.co/Zzxe3O4qBr

Mar 1, 2023 · 18 likes · 7 shares · 7,602 followers View post →
hernán césar
@avila_hernanc · X

RT @NatRevNeurol: "Low barometric pressure, barometric pressure changes, higher humidity, and rainfall were associated with an increased nu…

Mar 1, 2023 · 4 shares · 124 followers View post →
NFLCSFacts
@NFLObjectors · X

RT @NatRevNeurol: "Low barometric pressure, barometric pressure changes, higher humidity, and rainfall were associated with an increased nu…

Mar 1, 2023 · 4 shares · 1,896 followers View post →
Nat Rev Neurology
@NatRevNeurol · X

"Low barometric pressure, barometric pressure changes, higher humidity, and rainfall were associated with an increased number of headache occurrences" https://t.co/t6sAchllpB

Mar 1, 2023 · 6 likes · 4 shares · 46,596 followers View post →
すみれさん
@suishiyama · X

RT @cuty_katsuki: https://t.co/BHTyFAanTL 新作です!頭痛ーるとの共同研究で天気と頭痛の発生についてビッグデータとAIで解析しました。気圧変化と湿度や雨が関係していることを明らかにしました。 令和らしくこの論文、ネットで知り合った人と…

Feb 28, 2023 · 2 shares · 684 followers View post →
きゅーてぃー勝木 cuty KATSKI シンガーソングライター YouTuber
@cuty_katsuki · X

https://t.co/BHTyFAanTL 新作です!頭痛ーるとの共同研究で天気と頭痛の発生についてビッグデータとAIで解析しました。気圧変化と湿度や雨が関係していることを明らかにしました。 令和らしくこの論文、ネットで知り合った人とだけでsubmitまでこぎつけました!これぞ令和!在宅ワーク!

Feb 28, 2023 · 9 likes · 2 shares · 2,685 followers View post →
1 s2.0 S0272884219311630 Main | PDF | Composite Material ...
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Our Lab Director Johnny Foxe interviews world renowned neuroscientist Steven Goldman on a new episode of Neuroscience Perspectives - check it out! Profile photo ...

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Feb 24, 2025 View →
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... 10.1111/ele.14482) in *Ecology Letters* on the potential for long ... head. Each of the sensors had a small satellite relay which ...

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DOI: 10.1111/ele.14482. Journal information: Journal of Animal ... Elephant seal's map sense tells them when to head 'home'. Feb 28, 2022 ...

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https: //onlinelibrary.wiley.com/doi/10.1111/acel.14482. Longevity ... I have become a regular "egg head" as I have come across some ...

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doi: 10.1111/jth.14482 [PubMed]; 31410983 Iba T, Levy JH, Warkentin TE, Thachil J, van der Poll T, Levi M; Scientific and Standardization ...

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# [Effects and consequences of cardiac metabolism in the elderly ...
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Ali Head and 27 others. 28 reactions ·. 16 comments. ·. 1 share. Lilia Lens ... com/doi/10.1111/acel.14482. Longevity Humans Have Youthful ...

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com/doi/10.1111/acel.14482. Longevity Humans Have Youthful Erythrocyte Function and Metabolic Signatures. ONLINELIBRARY.WILEY.COM. Longevity ...

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... head and neck cancer.” The labels would also appear on tobacco ... postingId=14482. ServiceOntario: Making It Easier - Government of ...

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Does Weather Really Trigger Migraine?
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... /doi/full/10.1111/head.14482. Bright Light: American Migraine Foundation. (2017.) “Photophobia (Light Sensitivity) and Migraine.” https ...

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How to Find the Right Migraine Specialist
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... 10.1111/head.14259. Headache Specialists: American Migraine ... 10.1111/head.14482. Bright Light: American Migraine Foundation. (2017 ...

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... 10.1111/head.14482; Naber WC, et al. (2019). The biological clock in cluster headache: A review and hypothesis. https://escholarship.org/uc ...

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ベルシステム24、天気と頭痛発生に関する共同研究の論文を発表 ...
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・DOI:10.1111/head.14482 ベルシステム24について 企業URL:https://www.bell24.co.jp/ 全国で3万人を超える従業員を擁し、1982年に国内初の本格的 ...

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天気と頭痛発生に関する頭痛ーるビッグデータと人工知能を用いた ...
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com/doi/full/10.1111/head.14482. DOI 10.1111/head.14482. このプレスリリースには、メディア関係者向けの情報があります. メディアユーザーログイン ...

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Bulletin on the Negro Population 1904 based off the 1900 U.S. ...
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... 10.1111/acel.14482. Longevity Humans Have Youthful Erythrocyte ... head, but theres more to this list). I recall first finding out about ...

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