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

May 2023 Headache

Synopsis of Social media discussions

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.

A
Agreement
 Moderate 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.'

I
Interest
 High level of 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.

E
Engagement
 Moderate level of engagement

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

I
Impact
 Moderate level of 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.

Social Mentions

YouTube

2 Videos

Facebook

17 Posts

Twitter

54 Posts

Instagram

1 Posts

Blogs

2 Articles

News

13 Articles

Metrics

Video Views

24,123

Total Likes

1,035

Extended Reach

216,118

Social Features

89

Timeline: Posts about article

Top Social Media Posts

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  • Scott W Powers, PhD, ABPP, FAHS
    @ScottWPowers (Twitter)

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

    October 30, 2025

    1

  • Headache Journal
    @HeadacheJournal (Twitter)

    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
    view full post

    October 29, 2025

    4

    1

  • Scott W Powers, PhD, ABPP, FAHS
    @ScottWPowers (Twitter)

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

    October 25, 2025

    4

  • Headache Journal
    @HeadacheJournal (Twitter)

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

    October 25, 2025

    4

  • Elena Riva
    @ElenaRiva75 (Twitter)

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

    October 25, 2025

    4

  • Nina Riggins, MD, PhD, FAAN, FAHS, UCNS Diplomate
    @NinaRiggins (Twitter)

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

    October 25, 2025

    4

  • Amy Gelfand, MD
    @aagelfand (Twitter)

    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
    view full post

    October 24, 2025

    6

    4

  • Philipp S. Holstein
    @PSHolstein (Twitter)

    @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
    view full post

    October 19, 2025

  • Tomokazu Shimazu
    @Tomokazu012345 (Twitter)

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

    April 19, 2025

    1

  • 陸の雲丹
    @landurchin37564 (Twitter)

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

    April 17, 2025

    1

  • MasahitoKatsuki MDPhD 勝木将人 かつきまさひとAssociate Prof
    @MasahitoKatsuki (Twitter)

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

    April 16, 2025

    14

    1


  • @203mmH (Twitter)

    論文はこれですね https://t.co/CIlAfmvSe0 読もう。
    view full post

    March 30, 2025

    1

  • acco
    @macko312 (Twitter)

    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…
    view full post

    March 20, 2025

    2

  • にゃんでもにゃ医
    @lE9BrvyUwLLVZIE (Twitter)

    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…
    view full post

    March 19, 2025

    2

  • きゅーてぃー勝木 cuty KATSKI シンガーソングライター YouTuber
    @cuty_katsuki (Twitter)

    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
    view full post

    March 19, 2025

    40

    2

  • Thomas Meinhardt
    @MeinhardtThomas (Twitter)

    @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
    view full post

    September 8, 2024

    3

  • ななふし
    @nanafushi_t (Twitter)

    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
    view full post

    August 29, 2024

    4

  • 靖⋈今昔峠（はるやす）
    @AOJy32 (Twitter)

    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
    view full post

    July 30, 2024

    3

  • イェラ・エーテス
    @eteshield (Twitter)

    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
    view full post

    July 30, 2024

    3

  • 飛駆鳥（相互垢）
    @gifuvictory (Twitter)

    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
    view full post

    July 30, 2024

    3

  • 夢乃名菓 ゆめのめいか
    @yumeno_meika (Twitter)

    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
    view full post

    July 30, 2024

    9

    3

  • 薫音(かおるね)
    @kaoru_g (Twitter)

    RT @ksngtthm: ﾊｧ……ﾊｧ……ｴﾋﾞﾃﾞﾝｽ…… https://t.co/yF0wpV3tia
    view full post

    June 3, 2024

    2

  • 湯葉
    @ny_yuba (Twitter)

    RT @ksngtthm: ﾊｧ……ﾊｧ……ｴﾋﾞﾃﾞﾝｽ…… https://t.co/yF0wpV3tia
    view full post

    June 3, 2024

    2

  • くさなぎにぼし
    @ksngtthm (Twitter)

    ﾊｧ……ﾊｧ……ｴﾋﾞﾃﾞﾝｽ…… https://t.co/yF0wpV3tia https://t.co/gX0rPpIXZj
    view full post

    June 3, 2024

    6

    2

  • 吉村 優 ☕ YOSHIMURA Yuu
    @_yyu_ (Twitter)

    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？
    view full post

    May 28, 2024

    4

  • あいまいもこもこ
    @m0ftn (Twitter)

    RT @ksngtthm: これ https://t.co/yF0wpV2VsC
    view full post

    April 5, 2024

    1

  • くさなぎにぼし
    @ksngtthm (Twitter)

    これ https://t.co/yF0wpV2VsC
    view full post

    April 5, 2024

    3

    1


  • @mike132110 (Twitter)

    @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
    view full post

    March 28, 2024

    1

  • MasahitoKatsuki MDPhD 勝木将人 かつきまさひとAssociate Prof
    @MasahitoKatsuki (Twitter)

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

    October 27, 2023

  • Lab_coat
    @Lab_coat__ (Twitter)

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

    October 16, 2023

  • Ryotaro Ishii M.D., Ph.D.
    @ryotaro_ishii (Twitter)

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

    September 17, 2023

    7

  • MasahitoKatsuki MDPhD 勝木将人 かつきまさひとAssociate Prof
    @MasahitoKatsuki (Twitter)

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

    September 16, 2023

    7

  • フライムベス
    @FlimeBath (Twitter)

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

    July 21, 2023

    1

  • ゆらぎ
    @Polip_keehaa (Twitter)

    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.
    view full post

    July 21, 2023

    6

    1

  • 永添泰子(性暴力から子ども達を守る社会に変えよう)
    @packraty (Twitter)

    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
    view full post

    July 11, 2023

    1

  • カエルプリンセス
    @suimye (Twitter)

    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
    view full post

    June 3, 2023

    1

  • 忍者と五時道
    @inferist (Twitter)

    @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
    view full post

    June 3, 2023

    2

    1

  • 煮太
    @nitakun__ (Twitter)

    https://t.co/Jk9gANIYOw
    view full post

    April 6, 2023

    1

  • Cynthia Archer, M.D.
    @YesIAmTheDoctor (Twitter)

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

    March 21, 2023

    7

  • きゅーてぃー勝木 cuty KATSKI シンガーソングライター YouTuber
    @cuty_katsuki (Twitter)

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

    March 3, 2023

    4

  • きゅーてぃー勝木 cuty KATSKI シンガーソングライター YouTuber
    @cuty_katsuki (Twitter)

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

    March 3, 2023

    7

  • Hide
    @h_taka_t_t (Twitter)

    RT @CDLE_news: https://t.co/FFxZe6W8zQ
    view full post

    March 3, 2023

    1

  • CDLE公式
    @CDLE_news (Twitter)

    https://t.co/FFxZe6W8zQ
    view full post

    March 3, 2023

    1

    1

  • りょ
    @sonograpotter (Twitter)

    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…
    view full post

    March 2, 2023

    2

  • Nina Riggins, MD, PhD, FAAN, FAHS, UCNS Diplomate
    @NinaRiggins (Twitter)

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

    March 2, 2023

    7

  • Jr Wei Wu, MD
    @Bohemian_Wu (Twitter)

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

    March 2, 2023

    7

  • Luz_Villalobos
    @heysiluv (Twitter)

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

    March 1, 2023

    7

  • Nora Jones
    @norajhones1989 (Twitter)

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

    March 1, 2023

    4

  • Headache Journal
    @HeadacheJournal (Twitter)

    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
    view full post

    March 1, 2023

    18

    7

  • hernán césar
    @avila_hernanc (Twitter)

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

    March 1, 2023

    4

  • NFLCSFacts
    @NFLObjectors (Twitter)

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

    March 1, 2023

    4

  • Nat Rev Neurology
    @NatRevNeurol (Twitter)

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

    March 1, 2023

    6

    4

  • すみれさん
    @suishiyama (Twitter)

    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…
    view full post

    February 28, 2023

    2

  • きゅーてぃー勝木 cuty KATSKI シンガーソングライター YouTuber
    @cuty_katsuki (Twitter)

    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！
    view full post

    February 28, 2023

    9

    2

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    ... 10.1111/head.14482. Barometric Pressure and Migraine: SpringerOpen. (2015.) “Examination of fluctuations in atmospheric pressure related to ...
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    head circumference, were recorded. Patients underwent brain ... doi:10.1111/cge.14482. 10. Iruzubieta P, Pellerin D, Bergareche A, et ...
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  • sea fish populations. These seals are acting as “smart sensors

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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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    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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    ... 10.1111/head.14259. Headache Specialists: American Migraine ... 10.1111/head.14482. Bright Light: American Migraine Foundation. (2017 ...
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Abstract Synopsis

  • 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.