September 2020 PMID 32998683

Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise.

Zad Rafi, Sander Greenland

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Mentions

157
Peak: 20 in Oct 2020
across 5 sources since Oct 2020

Extended reach

880,212
potential audience

Total likes

378

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2,210

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Oct 2020 – Sep 2025

Where it's discussed

  • X / Twitter149 posts
  • YouTube2 videos
  • Facebook2 posts
  • Reddit2 posts
  • Blogs2 articles

AI synopsis

What people are saying

The discussions include mentions of redefining key statistical concepts like 'confidence intervals' as 'compatibility intervals' and share insights on the cognitive implications of statistical interpretations. Phrases such as 'must consider' and references to the publication as a necessary read highlight the urgency and seriousness with which many posters view the potential shift in statistical methodology.

AgreementModerate agreement

Most discussions reflect a supportive stance towards the publication's recommended changes in statistical tools.

InterestHigh interest

The posts reveal high interest, with many users engaging in detailed discussions about the implications of the methodologies proposed in the article.

EngagementHigh engagement

Many contributors offer thoughtful analyses or critiques, demonstrating a deep level of engagement with the article's content.

ImpactHigh impact

Numerous commenters believe that the publication will significantly influence statistical practices and education.

Abstract in brief

  • Researchers often misinterpret statistical outputs, leading to a push for new methods to replace traditional P-values with tools like Bayes factors and compatibility measures.
  • Cognitive rather than purely statistical issues are the root of these misinterpretations, prompting the review of methods to better help researchers understand their data with a focus on logical concepts.
  • The authors advocate for reinterpreting P-values as measures of compatibility, utilizing tools like the Shannon transform and alternative hypothesis testing to improve clarity and combat common fallacies in statistical analysis.

Top posts

Most liked on X and Bluesky
さくら
@Sakura_Med_DSci · X

95%信頼区間も話題ですね。 P値や信頼区間の解釈を変えた方が良い、という趣旨の論文を近年多く見かけます。 旧式の(?)良さを残しつつモデルとデータの適合度compatibilityという概念もしっかり理解したいですね(私も勉強中です)。 https://t.co/7TgFhk6zMD https://t.co/VVNPYhsWfp

Aug 27, 2022 · 80 likes · 10 shares · 17,868 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

@DataSciFact @JohnDCook It’s true, and there are so many other misconceptions regarding what hypotheses you can generate p values for and many misconceptions of assumptions. Here’s a definition we give in our paper: https://t.co/uUDid9Iv4T https://t.co/i9FpvzV78w

Mar 3, 2022 · 29 likes · 3,249 followers View post →
Sander Greenland
@Lester_Domes · X

@david_colquhoun @vamrhein @dailyzad @learnfromerror David, would you please be clear that our call is to retire deceptive terms like "significance" and "confidence" to describe P-values and intervals based on P-value functions (which show the compatibility of effect sizes with data), NOT to retire P-values https://t.co/Tnq4bZSoAQ

Jan 11, 2022 · 17 likes · 9 shares · 3,911 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

#統計 https://t.co/MxoRcISI2B Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise Z. Rafi, S. Greenland BMC medical research methodology, 2020 の音声概要を作り直しました。v2.0 倍程度長くなっています。 https://t.co/edVLDBzMvA https://t.co/xgejVsa6tc

Jun 30, 2025 · 12 likes · 6 shares · 15,607 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

Glad to see this finally up, it’s open access so anyone can read it and has been in the works for nearly two years, partly due to the amount of helpful feedback and comments we’ve received. 1/n link: https://t.co/h21MqyylSO enhanced PDF: https://t.co/1CTzHHhBgY https://t.co/Mau8GBd1jw

Oct 1, 2020 · 12 likes · 2 shares · 3,249 followers View post →
Kazuki Yoshida
@kaz_yos · X

Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise | BMC Medical Research Methodology | Full Text https://t.co/XQitszfKjX

Apr 21, 2021 · 10 likes · 3 shares · 5,592 followers View post →

All mentions

黒木玄 Gen Kuroki
@genkuroki · X

RT @genkuroki: #統計 NotebookLMで作った以下の論文の動画解説 https://t.co/MxoRcISI2B Semantic and cognitive tools to aid statistical science: replace confi…

Sep 11, 2025 · 3 shares · 15,607 followers View post →
備忘録+α読書感想
@krdw2 · X

RT @genkuroki: #統計 NotebookLMで作った以下の論文の動画解説 https://t.co/MxoRcISI2B Semantic and cognitive tools to aid statistical science: replace confi…

Sep 11, 2025 · 3 shares · 57 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @Lester_Domes: @david_colquhoun @vamrhein @dailyzad @learnfromerror David, would you please be clear that our call is to retire deceptiv…

Sep 6, 2025 · 9 shares · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @genkuroki: #統計 NotebookLMで作った以下の論文の動画解説 https://t.co/MxoRcISI2B Semantic and cognitive tools to aid statistical science: replace confi…

Aug 27, 2025 · 3 shares · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

#統計 NotebookLMで作った以下の論文の動画解説 https://t.co/MxoRcISI2B Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise Z. Rafi, S. Greenland BMC medical research methodology, 2020 https://t.co/Ln5X0NzCwQ https://t.co/F1yhNNbvLk

Aug 26, 2025 · 6 likes · 3 shares · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @genkuroki: #統計 https://t.co/MxoRcISI2B Semantic and cognitive tools to aid statistical science: replace confidence and significance by…

Aug 13, 2025 · 6 shares · 15,607 followers View post →
清水 団 Dan Shimizu
@dannchu · X

RT @genkuroki: #統計 https://t.co/MxoRcISI2B Semantic and cognitive tools to aid statistical science: replace confidence and significance by…

Jul 23, 2025 · 6 shares · 2,375 followers View post →
akakit
@akakit · X

RT @genkuroki: #統計 https://t.co/MxoRcISI2B Semantic and cognitive tools to aid statistical science: replace confidence and significance by…

Jul 23, 2025 · 6 shares · 2,257 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @genkuroki: #統計 https://t.co/MxoRcISI2B Semantic and cognitive tools to aid statistical science: replace confidence and significance by…

Jul 16, 2025 · 6 shares · 15,607 followers View post →
磯崎 ゆい
@hirohito_ · X

RT @genkuroki: #統計 https://t.co/MxoRcISI2B Semantic and cognitive tools to aid statistical science: replace confidence and significance by…

Jul 9, 2025 · 6 shares · 731 followers View post →
Ilfan Oh, PhD (오일환 呉 日煥 オ・イルファン)
@Ilfan_Oh · X

RT @genkuroki: #統計 https://t.co/MxoRcISI2B Semantic and cognitive tools to aid statistical science: replace confidence and significance by…

Jul 1, 2025 · 6 shares · 51 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @Lester_Domes: @david_colquhoun @vamrhein @dailyzad @learnfromerror David, would you please be clear that our call is to retire deceptiv…

Jul 1, 2025 · 9 shares · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

#統計 https://t.co/MxoRcISI2B Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise Z. Rafi, S. Greenland BMC medical research methodology, 2020 の音声概要を作り直しました。v2.0 倍程度長くなっています。 https://t.co/edVLDBzMvA https://t.co/xgejVsa6tc

Jun 30, 2025 · 12 likes · 6 shares · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @genkuroki: #統計 過信の原因になる「信頼」と「有意性」の概念を「相性の良さ」(compatibility)に置き換える提案 https://t.co/1qdgTcOKEK Semantic and cognitive tools to aid statis…

Jun 21, 2025 · 2 shares · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @genkuroki: #統計 過信の原因になる「信頼」と「有意性」の概念を「相性の良さ」(compatibility)に置き換える提案 https://t.co/1qdgTcOKEK Semantic and cognitive tools to aid statis…

May 11, 2025 · 2 shares · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @genkuroki: #統計 添付画像はRafi-Greenland 2020 https://t.co/1qdgTcPiui より。 P値=0.9999とP値=0.90の比は0.9999/0.90=1.111で1に近く、P値=0.10とP値=0.0001の比は0.1…

May 7, 2025 · 1 share · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @genkuroki: #統計 Rafi-Greenland 2020 https://t.co/1qdgTcOKEK のsurprisal value = S値について。S値は S値 = -log₂ P値 (単位はビット) と定義されます。P値の違いの大きさはS値の…

May 7, 2025 · 1 share · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @genkuroki: #統計 巷では統計学通を騙る半可通達が  P値ではなく信頼区間を使える(ニヤ) と言っているようだが、既出の論文 https://t.co/1qdgTcPiui Rafi-Greenland 2020 は信頼区間も悪しき二分法の原因になって…

May 7, 2025 · 2 shares · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

#統計 過信の原因になる「信頼」と「有意性」の概念を「相性の良さ」(compatibility)に置き換える提案 https://t.co/1qdgTcOKEK Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise Zad Rafi & Sander Greenland 2020 https://t.co/RiBTl4074a https://t.co/tyxmIWKRiM

May 6, 2025 · 2 likes · 2 shares · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @genkuroki: #統計 添付画像はRafi-Greenland 2020 https://t.co/1qdgTcPiui より。 P値=0.9999とP値=0.90の差と、P値=0.10とP値=0.0001の差は、どちらも0.0999なのですが、P値の差でP値の…

May 6, 2025 · 1 share · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @genkuroki: #統計 Rafi-Greenland 2020 https://t.co/1qdgTcOKEK の音声概要 https://t.co/7tGGHWuEWe (9分) https://t.co/8fMSN2X1TH

May 6, 2025 · 2 shares · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

#統計 添付画像はRafi-Greenland 2020 https://t.co/1qdgTcPiui より。 P値=0.9999とP値=0.90の比は0.9999/0.90=1.111で1に近く、P値=0.10とP値=0.0001の比は0.10/0.0001=1000で非常に大きい。 P値=0.9999とP値=0.90の違いは小さく、P値=0.10とP値=0.0001の違いは非常に大きい。続く https://t.co/LlwgVTZiSo

May 6, 2025 · 4 likes · 1 share · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

#統計 添付画像はRafi-Greenland 2020 https://t.co/1qdgTcPiui より。 P値=0.9999とP値=0.90の差と、P値=0.10とP値=0.0001の差は、どちらも0.0999なのですが、P値の差でP値の違いの大きさを測るのは誤りになります。 P値の違いの大きさは、差ではなく、比で測る必要があります。続く https://t.co/UNhNCRAjtb

May 6, 2025 · 4 likes · 1 share · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

#統計 Rafi-Greenland 2020 https://t.co/1qdgTcOKEK のsurprisal value = S値について。S値は S値 = -log₂ P値 (単位はビット) と定義されます。P値の違いの大きさはS値の違いの大きさで見るべきです。P値のままだと一般人は違いの程度を誤解し易い。続く https://t.co/ivl5fGRsN3 https://t.co/xgejVs9yDE

May 6, 2025 · 3 likes · 1 share · 15,607 followers View post →
TT
@reptrt · X

RT @genkuroki: #統計 巷では統計学通を騙る半可通達が  P値ではなく信頼区間を使える(ニヤ) と言っているようだが、既出の論文 https://t.co/1qdgTcPiui Rafi-Greenland 2020 は信頼区間も悪しき二分法の原因になって…

May 5, 2025 · 2 shares · 2,236 followers View post →
TT
@reptrt · X

RT @genkuroki: #統計 Rafi-Greenland 2020 https://t.co/1qdgTcOKEK の音声概要 https://t.co/7tGGHWuEWe (9分) https://t.co/8fMSN2X1TH

May 5, 2025 · 2 shares · 2,236 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

#統計 巷では統計学通を騙る半可通達が  P値ではなく信頼区間を使える(ニヤ) と言っているようだが、既出の論文 https://t.co/1qdgTcPiui Rafi-Greenland 2020 は信頼区間も悪しき二分法の原因になっていることが分かるように書かれています。 半可通達は多分この手の論文を読もうとしていない。 https://t.co/xgejVsa6tc

May 5, 2025 · 3 likes · 2 shares · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

#統計 Rafi-Greenland 2020 https://t.co/1qdgTcOKEK の音声概要 https://t.co/7tGGHWuEWe (9分) https://t.co/8fMSN2X1TH

May 5, 2025 · 3 likes · 2 shares · 15,607 followers View post →
hr_wksh
@hr_wksh · X

RT @ai_biostat: 「有意性」「信頼区間」という用語の代わりに「互換性(compatibility)」「互換性区間(compatibility interval)」という表現を提案しています。音声リンクはこちら

May 4, 2025 · 4 shares · 2,496 followers View post →
mocchi
@mocchi_ym · X

RT @ai_biostat: 「有意性」「信頼区間」という用語の代わりに「互換性(compatibility)」「互換性区間(compatibility interval)」という表現を提案しています。音声リンクはこちら

May 4, 2025 · 4 shares · 213 followers View post →
ローレライ
@usagii124 · X

RT @ai_biostat: 「有意性」「信頼区間」という用語の代わりに「互換性(compatibility)」「互換性区間(compatibility interval)」という表現を提案しています。音声リンクはこちら

May 4, 2025 · 4 shares · 1,029 followers View post →
わたヤク@AI臨床研究
@ai_biostat · X

「有意性」「信頼区間」という用語の代わりに「互換性(compatibility)」「互換性区間(compatibility interval)」という表現を提案しています。音声リンクはこちら

May 4, 2025 · 9 likes · 4 shares · 6,389 followers View post →
Katsushi Kagaya @katzkagaya.bsky.social
@katzkagaya · X

RT @genkuroki: #統計 論文へのリンク https://t.co/1qdgTcPiui Semantic and cognitive tools to aid statistical science: replace confidence and signifi…

Apr 7, 2025 · 1 share · 3,683 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

#統計 論文へのリンク https://t.co/1qdgTcPiui Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise Zad Rafi & Sander Greenland 2020 大体においてP値に関する正しい考え方についてはGreenlandさん達の論文がお勧め。 https://t.co/HWsRJYZF4N

Apr 7, 2025 · 2 likes · 1 share · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @Lester_Domes: @david_colquhoun @vamrhein @dailyzad @learnfromerror David, would you please be clear that our call is to retire deceptiv…

Mar 27, 2025 · 9 shares · 15,607 followers View post →
Alex Leaf
@AlexJLeaf · X

@HRH_Ted Based on your comment, I'm guessing you don't know what a confidence interval is or what it represents. Here's a good summary review to read, if interested. https://t.co/WcpIDBxscH

Mar 1, 2025 · 3 likes · 4,132 followers View post →
uncorrelated
@uncorrelated · X

Rafi and Greenland (2020) https://t.co/jhGDqoW3up で、“confidence” refers to the procedure behavior, not the reported interval, seems to be lost on most researchersと、CI percentile levelは、報告された区間ではなく、区間をつくる手続き(procedure)に対してだと説明していたり。 https://t.co/HSr5HUIRb3

Jan 10, 2025 · 6 likes · 5,428 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @Lester_Domes: @david_colquhoun @vamrhein @dailyzad @learnfromerror David, would you please be clear that our call is to retire deceptiv…

Dec 22, 2024 · 9 shares · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @Lester_Domes: @david_colquhoun @vamrhein @dailyzad @learnfromerror David, would you please be clear that our call is to retire deceptiv…

Nov 29, 2024 · 9 shares · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @Lester_Domes: @david_colquhoun @vamrhein @dailyzad @learnfromerror David, would you please be clear that our call is to retire deceptiv…

Oct 23, 2024 · 9 shares · 15,607 followers View post →
Daniel
@strengejacke · X

@mzloteanu "We can now define an observed P-value p as the probability of the test statistic being at least as extreme as observed if the hypothesis H targeted for testing and every assumption used to compute the P-value (...) were correct" (10.1186/s12874-020-01105-9)

Sep 17, 2024 · 1,456 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @Lester_Domes: @learnfromerror @Abraham_RMI @trumanfrancis @vamrhein @lakens @f2harrell @stephensenn @goodmanmetrics @statsepi Sorry: pu…

Aug 15, 2024 · 2 shares · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @Lester_Domes: @david_colquhoun @vamrhein @dailyzad @learnfromerror David, would you please be clear that our call is to retire deceptiv…

Aug 15, 2024 · 9 shares · 15,607 followers View post →
ニャンコ先生
@wakadaishou · X

その後にGreenland氏の論文がいくつか紹介されていたので読んでみました。 Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise Rafi and Greenland BMC Medical Research Methodology (2020) 20:244

Apr 16, 2024 · 10 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

RT @strengejacke: @Brier_Gallihugh @camjpatrick @prisonrodeo @carlislerainey @bmwiernik https://t.co/luvFvZbSwV https://t.co/7x7Xk4Xfdg h…

Mar 8, 2024 · 1 share · 3,249 followers View post →
Daniel
@strengejacke · X

RT @dailyzad: @f2harrell @vandy_biostat @EdgeforScholars Further discussion here: https://t.co/DepyiqagSt https://t.co/E5gzPha7Hh

Mar 8, 2024 · 1 share · 1,456 followers View post →
Daniel
@strengejacke · X

@Brier_Gallihugh @camjpatrick @prisonrodeo @carlislerainey @bmwiernik https://t.co/luvFvZbSwV https://t.co/7x7Xk4Xfdg https://t.co/WdfweoVZnx You find some of them on Twitter, too (@dailyzad or @Lester_Domes , don't know about the others)

Mar 8, 2024 · 2 likes · 1 share · 1,456 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @Lester_Domes: @jonathanasterne @mendel_random @Caketin_Wade @ruthkipping Define P-values first and generally, for any parameter. Then:…

Feb 11, 2024 · 4 shares · 15,607 followers View post →
Smit Giri MD MHS
@smith__giri · X

RT @PavlosMsaouel:

Jan 12, 2024 · 2 shares · 446 followers View post →
Isabella R. Ghement
@IsabellaGhement · X

RT @PavlosMsaouel:

Jan 11, 2024 · 2 shares · 5,793 followers View post →
Pavlos Msaouel
@PavlosMsaouel · X

Jan 11, 2024 · 7 likes · 2 shares · 3,555 followers View post →
Sander Greenland
@Lester_Domes · X

@drjgauthier @f2harrell @MaartenvSmeden @GSCollins @Richard_D_Riley @StatModeling 2>Warranted uncertainty is lower when selection for observation and treatment are random rather than merely unknown. Thus the method is founded on the same best-case scenario as in almost all stat methods and risks creating false certainty (overconfidence) https://t.co/Tnq4bZSoAQ

Dec 17, 2023 · 6 likes · 3,911 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

RT @genkuroki: #統計 Greenlandさん達が提案している改革の1つは、P値を データの数値 統計モデル パラメータ値の設定に関する仮説 の相性の良さ(compatibility)の指標の1つだと説明することです。 これなら相性を見る対象達の全てを気楽に…

Nov 19, 2023 · 1 share · 15,607 followers View post →
黒木玄 Gen Kuroki
@genkuroki · X

#統計 Greenlandさん達が提案している改革の1つは、P値を データの数値 統計モデル パラメータ値の設定に関する仮説 の相性の良さ(compatibility)の指標の1つだと説明することです。 これなら相性を見る対象達の全てを気楽に疑えます。 https://t.co/1qdgTcPiui Zad Rafi & Sander Greenland 2020

Nov 19, 2023 · 7 likes · 1 share · 15,607 followers View post →
Zach Hopkins, MD
@ZachHopkinsMD · X

RT @doc_BLocke: @ZachHopkinsMD Framing I like better: P val summarize how surprising a result would be *if there's nothing going on* https:…

Sep 8, 2023 · 1 share · 3,123 followers View post →
Brian Locke, MD MSCI
@doc_BLocke · X

@ZachHopkinsMD Framing I like better: P val summarize how surprising a result would be *if there's nothing going on* https://t.co/s778sdIzYN If too surprising to be nothing, must eval if model/exp design misspec (confounding, etc) or evidence - but it's only evidence by process of elimination

Sep 8, 2023 · 2 likes · 1 share · 1,341 followers View post →
Sander Greenland
@Lester_Domes · X

@analisereal @lakens @CourtneyP_PhD @BradSchoenfeld @ChrisSchneiRUB 5. Addenda to 1-4 above: #2 should say "S-values make clear why p=.01 and p=0.05 are far apart yet p=0.95 AND p=0.99 are not." Rafi & Greenland is free at https://t.co/Tnq4bZSWqo Those into theory may also find of interest https://t.co/MXTzWpjnqY and https://t.co/4Z2EzDgwIn

Jul 27, 2023 · 3 likes · 2 shares · 3,911 followers View post →
Jake Elder
@Jake_Elder52 · X

@Brier_Gallihugh https://t.co/eWNQf03vBX

Jun 19, 2023 · 1 like · 976 followers View post →
Pavlos Msaouel
@PavlosMsaouel · X

@BrianCHolt It has been explained ad nauseam, including by the person who invented CIs (eg

May 28, 2023 · 4 likes · 3,555 followers View post →
Oli Pescott
@sacrevert · X

@dsquintana E.g. https://t.co/DWsKy3pdHR

Mar 31, 2023 · 1,740 followers View post →
Cyrus Samii
@cdsamii · X

@simonhhess @Andrew___Baker @DogmaticPrior See the P-value function graph in Rafi and Greenland: https://t.co/slwpV9s0ct

Mar 14, 2023 · 1 like · 4,732 followers View post →
Gregory Lopez
@GLopezPharmD · X

@AaronBergman18 I like the approach of computing for multiple hypotheses of interest and/or interpret CIs as compatibility intervals. The latter's particularly useful for interpreting existing research: https://t.co/pzM510mnSK

Feb 18, 2023 · 1 like · 418 followers View post →
Henry Bemis
@henrybemis13 · X

@gehsbarg @hempelian @ajordannafa @_____Lightning @statwonk P values are fine. Here’s one way of thinking about them https://t.co/lFFhE7X4Ld

Feb 1, 2023 · 188 followers View post →
epibot
@epi_twit · X

RT @connorbgrady: https://t.co/QrNLwkFKXm Have you used recommendations from Rafi and Greenland in published work? →"compatibility" over "…

Dec 28, 2022 · 2 shares · 3,132 followers View post →
Rstats
@rstatstweet · X

RT @connorbgrady: https://t.co/QrNLwkFKXm Have you used recommendations from Rafi and Greenland in published work? →"compatibility" over "…

Dec 28, 2022 · 2 shares · 28,805 followers View post →
Connor Grady
@connorbgrady · X

https://t.co/QrNLwkFKXm Have you used recommendations from Rafi and Greenland in published work? →"compatibility" over "significance" →"compatibility intervals" over "confidence intervals" →S-values →P-values for alternative hypotheses #RStats #Epitwitter #MedTwitter #Stats

Dec 28, 2022 · 3 likes · 2 shares · 260 followers View post →
Jane Shevtsov
@jaiagreen · X

@TAH_Sci @PaulHenryTremb1 @apsmunro The really informative way to use a CI is to just interpret it as what values of the parameter measured (relative risk, in this case) are compatible with the data. The hypothesis is irrelevant. https://t.co/1mibD1UvTy

Dec 1, 2022 · 1 like · 373 followers View post →
Mark Annuncio
@MarkAnnuncio · X

@IsabellaGhement @mzelst @Ryan_ETyler @EikoFried @bolkerb I assume you are familiar with Greenland, Rafi, and co work? If not, I would say it addresses what you are saying https://t.co/jZUvnB39S6 https://t.co/ObT2qhiSXE

Nov 5, 2022 · 1 like · 336 followers View post →
Dylan Armbruster
@dylanarmbruste3 · X

@ScepticalDoctor @MyNutritionSci https://t.co/k5Tj7ibkMV This paper from Rafi and Greenland provide an exampe.example. I'm sure I could link many others as well.

Oct 18, 2022 · 541 followers View post →
みのゆ
@minoyu · X

某所の信頼区間論争、CIが0を跨いだから急に意味が変わるわけではないというのはその通りだと思う。特に以下のRafiとGreenlandのいうcompatibility解釈であれば。 こういうの見てるとみんなベイズにしようぜという気持ちになってくる。 https://t.co/gCYmgbKXAf

Oct 15, 2022 · 2 likes · 500 followers View post →
Pavlos Msaouel
@PavlosMsaouel · X

@arnabguonc @Uromigos @DrChoueiri @myESMO @brian_rini @arihakimi @johnleppert @kcCURE @BradLeibovichMD @MVossMD @DrDavidNanus @OAlhalabiMD @DrScottHaake @katy_beckermann Not exactly, remember that (frequentist) CIs are functions of P-values. Significance is a decision-theoretic concept different than either CIs or p-values. To help unpack all these start

Sep 28, 2022 · 1 like · 3,555 followers View post →
Dana Zeid
@zeid_dana · X

RT @bmwiernik: @ABindoff @JenWenzel1 @NeuroBill This paper has great discussion of more useful and accessible ways to describe statistical…

Sep 26, 2022 · 1 share · 67 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

RT @Lester_Domes: @avicenna @conjugateprior @vamrhein Among them are warnings against misinterpretations in Pearson 1906 p. 183, Boring 191…

Sep 26, 2022 · 1 share · 3,249 followers View post →
Brenton Wiernik
@bmwiernik · X

@ABindoff @JenWenzel1 @NeuroBill This paper has great discussion of more useful and accessible ways to describe statistical results https://t.co/5H9SgdOzmN

Sep 16, 2022 · 3 likes · 1 share · 6,190 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

@orpanag @omaclaren @richarddmorey @jd_wilko @statsepi We talk about this issue on pg 11 here https://t.co/XkbibhpW8d https://t.co/sAMvS7xVFL

Sep 15, 2022 · 1 like · 3,249 followers View post →
pricing.o
@o_pricing · X

RT @Sakura_Med_DSci: 95%信頼区間も話題ですね。 P値や信頼区間の解釈を変えた方が良い、という趣旨の論文を近年多く見かけます。 旧式の(?)良さを残しつつモデルとデータの適合度compatibilityという概念もしっかり理解したいですね(私も勉強中です…

Aug 28, 2022 · 10 shares · 83 followers View post →
murapo
@murapo1 · X

RT @Sakura_Med_DSci: 95%信頼区間も話題ですね。 P値や信頼区間の解釈を変えた方が良い、という趣旨の論文を近年多く見かけます。 旧式の(?)良さを残しつつモデルとデータの適合度compatibilityという概念もしっかり理解したいですね(私も勉強中です…

Aug 28, 2022 · 10 shares · 26 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

RT @Sakura_Med_DSci: 95%信頼区間も話題ですね。 P値や信頼区間の解釈を変えた方が良い、という趣旨の論文を近年多く見かけます。 旧式の(?)良さを残しつつモデルとデータの適合度compatibilityという概念もしっかり理解したいですね(私も勉強中です…

Aug 28, 2022 · 10 shares · 3,249 followers View post →
hajk__
@hajk__ · X

RT @Sakura_Med_DSci: 95%信頼区間も話題ですね。 P値や信頼区間の解釈を変えた方が良い、という趣旨の論文を近年多く見かけます。 旧式の(?)良さを残しつつモデルとデータの適合度compatibilityという概念もしっかり理解したいですね(私も勉強中です…

Aug 28, 2022 · 10 shares · 64 followers View post →
ysaito
@ysaito8015 · X

RT @Sakura_Med_DSci: 95%信頼区間も話題ですね。 P値や信頼区間の解釈を変えた方が良い、という趣旨の論文を近年多く見かけます。 旧式の(?)良さを残しつつモデルとデータの適合度compatibilityという概念もしっかり理解したいですね(私も勉強中です…

Aug 27, 2022 · 10 shares · 2,765 followers View post →
kokako
@kokako65541706 · X

RT @Sakura_Med_DSci: 95%信頼区間も話題ですね。 P値や信頼区間の解釈を変えた方が良い、という趣旨の論文を近年多く見かけます。 旧式の(?)良さを残しつつモデルとデータの適合度compatibilityという概念もしっかり理解したいですね(私も勉強中です…

Aug 27, 2022 · 10 shares · 6 followers View post →
Kazuhiro Tokuda (徳田和宏)
@tkd_k888 · X

RT @Sakura_Med_DSci: 95%信頼区間も話題ですね。 P値や信頼区間の解釈を変えた方が良い、という趣旨の論文を近年多く見かけます。 旧式の(?)良さを残しつつモデルとデータの適合度compatibilityという概念もしっかり理解したいですね(私も勉強中です…

Aug 27, 2022 · 10 shares · 4,087 followers View post →
さくら
@Sakura_Med_DSci · X

RT @Sakura_Med_DSci: 95%信頼区間も話題ですね。 P値や信頼区間の解釈を変えた方が良い、という趣旨の論文を近年多く見かけます。 旧式の(?)良さを残しつつモデルとデータの適合度compatibilityという概念もしっかり理解したいですね(私も勉強中です…

Aug 27, 2022 · 10 shares · 17,868 followers View post →
hr_wksh
@hr_wksh · X

RT @Sakura_Med_DSci: 95%信頼区間も話題ですね。 P値や信頼区間の解釈を変えた方が良い、という趣旨の論文を近年多く見かけます。 旧式の(?)良さを残しつつモデルとデータの適合度compatibilityという概念もしっかり理解したいですね(私も勉強中です…

Aug 27, 2022 · 10 shares · 2,496 followers View post →
まる
@standardtherap · X

RT @Sakura_Med_DSci: 95%信頼区間も話題ですね。 P値や信頼区間の解釈を変えた方が良い、という趣旨の論文を近年多く見かけます。 旧式の(?)良さを残しつつモデルとデータの適合度compatibilityという概念もしっかり理解したいですね(私も勉強中です…

Aug 27, 2022 · 10 shares · 2,640 followers View post →
佐藤わんこ@理系っぽい文系
@satowanko1 · X

RT @Sakura_Med_DSci: 95%信頼区間も話題ですね。 P値や信頼区間の解釈を変えた方が良い、という趣旨の論文を近年多く見かけます。 旧式の(?)良さを残しつつモデルとデータの適合度compatibilityという概念もしっかり理解したいですね(私も勉強中です…

Aug 27, 2022 · 10 shares · 84 followers View post →
さくら
@Sakura_Med_DSci · X

95%信頼区間も話題ですね。 P値や信頼区間の解釈を変えた方が良い、という趣旨の論文を近年多く見かけます。 旧式の(?)良さを残しつつモデルとデータの適合度compatibilityという概念もしっかり理解したいですね(私も勉強中です)。 https://t.co/7TgFhk6zMD https://t.co/VVNPYhsWfp

Aug 27, 2022 · 80 likes · 10 shares · 17,868 followers View post →
Abraham E. Gracia R.
@Abraham_RMI · X

RT @vamrhein: @marcora @rlmcelreath Sorry, I can only reply by suggesting some literature. Compatibility is an old concept (e.g., Box 1980)…

May 20, 2022 · 2 shares · 4,682 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

RT @vamrhein: @marcora @rlmcelreath Sorry, I can only reply by suggesting some literature. Compatibility is an old concept (e.g., Box 1980)…

May 20, 2022 · 2 shares · 3,249 followers View post →
Valentin Amrhein
@vamrhein · X

@marcora @rlmcelreath Sorry, I can only reply by suggesting some literature. Compatibility is an old concept (e.g., Box 1980), also called consonance (Folks 1981) and consistency (Cox 1977). Some references from our own work: https://t.co/56aYdYbA7D https://t.co/DEyXF8KL8h https://t.co/VUeUnitrZb

May 19, 2022 · 5 likes · 2 shares · 1,253 followers View post →
William Spagnola
@williamspagnola · X

RT @com_ecology: @GodsoeWilliam The example really comes from other literature; so do it

May 14, 2022 · 2 shares · 71 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

RT @com_ecology: @GodsoeWilliam The example really comes from other literature; so do it

May 9, 2022 · 2 shares · 3,249 followers View post →
@comecology.bsky.social
@com_ecology · X

@GodsoeWilliam The example really comes from other literature; so do it

May 9, 2022 · 5 likes · 2 shares · 2,124 followers View post →
Carlos E Lourenco
@caerib · X

RT @dailyzad: @Lester_Domes And another example of the distinction. It's a much weaker condition/statement, so the point estimate being the…

May 8, 2022 · 1 share · 446 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

@Lester_Domes And another example of the distinction. It's a much weaker condition/statement, so the point estimate being the most consistent with the data isn't that strong of a statement and is not that impressive, and rarely is it the truth https://t.co/DepyiqrRK1 https://t.co/doSL7dC7Qh

May 8, 2022 · 9 likes · 1 share · 3,249 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

RT @williamspagnola: @tcarpenter216 @Lester_Domes and @dailyzad wrote a paper on semantic tools for understanding p-values given that the t…

Apr 9, 2022 · 1 share · 3,249 followers View post →
William Spagnola
@williamspagnola · X

@tcarpenter216 @Lester_Domes and @dailyzad wrote a paper on semantic tools for understanding p-values given that the technical definition just isn’t very intuitive https://t.co/metj3SXyAf

Apr 5, 2022 · 3 likes · 1 share · 71 followers View post →
Alex Kale
@AlexKale17 · X

RT @JessicaHullman: Nice discussion of ways intervals contextualize estimates. @Lester_Domes idea to reframe as high compatibility values c…

Apr 5, 2022 · 2 shares · 2,471 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

RT @JessicaHullman: Nice discussion of ways intervals contextualize estimates. @Lester_Domes idea to reframe as high compatibility values c…

Apr 5, 2022 · 2 shares · 3,249 followers View post →
Jessica Hullman
@JessicaHullman · X

Nice discussion of ways intervals contextualize estimates. @Lester_Domes idea to reframe as high compatibility values conditional on all assumptions https://t.co/Uh7vemZwNx (& other ideas to reform interpretation, w @dailyzad https://t.co/VjyGaGpX9i) should be required reading https://t.co/V9w4zdcttT

Apr 5, 2022 · 7 likes · 2 shares · 7,546 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

@CMastication @rlmcelreath @dylanarmbruste3 @NoahHaber Perhaps, but to be fair, this was for a very specific audience/discussion, he’s written several other papers with more accessible definitions/descriptions of P-values, here are some excerpts from the first link 1. https://t.co/DepyiqagSt 2. https://t.co/b4nrvhCqik https://t.co/lP6IgT9Rg0

Apr 2, 2022 · 4 likes · 3,249 followers View post →
Pavlos Msaouel
@PavlosMsaouel · X

@ESMDcan123 Indeed although unfortunately all statistics is this hard. Bayesian approaches may be more intuitive in many ways but come with their own caveats. One solution may be to prioritize teaching simple cognitive aids such as the s-value transformation

Mar 30, 2022 · 3,555 followers View post →
Hind
@guusjink04 · X

RT @dailyzad: @DataSciFact @JohnDCook It’s true, and there are so many other misconceptions regarding what hypotheses you can generate p va…

Mar 3, 2022 · 164 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

@DataSciFact @JohnDCook It’s true, and there are so many other misconceptions regarding what hypotheses you can generate p values for and many misconceptions of assumptions. Here’s a definition we give in our paper: https://t.co/uUDid9Iv4T https://t.co/i9FpvzV78w

Mar 3, 2022 · 29 likes · 3,249 followers View post →
@load-depentent.bsky.social
@load_dependent · X

@oyvlie @drjohnm P-values are if anything much closer to measures of fragility, and if the scale is the hindrance to interpretability, convert them to S-values for an intuitive scale ("more surprising than x heads or tales in a row") https://t.co/xPsN3F0pch

Feb 20, 2022 · 3,910 followers View post →
Jussi Mustonen
@JusiMD · X

@NevalainenOlli @KariTikkinen @markkumyllykan2 @Laakarilehti @Laakariliitto @mediuutiset @yletiede @TampereUniMET @HelsinkiUniMed @JarnoRutanen @AleksiReito Uh, en kyllä tiedä. Oletko lukenut tämän? https://t.co/DftqpTbFD8

Feb 19, 2022 · 394 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

@ENirenberg If you replaced P-values in history (first documented use in the 1700s) with some other statistic that was as widely adopted, I think you would see just the same sort of misuse/misinterpretations. Here's an excerpt from a paper on this topic https://t.co/uUDid9Iv4T https://t.co/Q7bn2AVjps

Feb 13, 2022 · 10 likes · 3,249 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

RT @bmwiernik: @RyanPBowles This thread explains my perspective pretty well I think. And @dailyzad’s article https://t.co/sBxuC0hWtS does a…

Feb 5, 2022 · 1 share · 3,249 followers View post →
Brenton Wiernik
@bmwiernik · X

@RyanPBowles This thread explains my perspective pretty well I think. And @dailyzad’s article https://t.co/sBxuC0hWtS does a nice job of illustrating interpreting a CI as a range of values compatible with the data, model assumptions, and sampling distribution of the estimator https://t.co/1yShSjWUVF

Feb 5, 2022 · 1 like · 1 share · 6,190 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

@omaclaren @MarkAnnuncio @bmwiernik Along with another example of what it insinuates from our BMC paper : https://t.co/2Zsyh4QtKa https://t.co/FfRfafQxYp

Jan 17, 2022 · 2 likes · 3,249 followers View post →
Bob
@fluxcapdoodah · X

RT @IsabellaGhement: @stephensenn @david_colquhoun @learnfromerror @Abraham_RMI @SciReports @Lester_Domes @ken_rothman @goodmanmetrics @vam…

Jan 14, 2022 · 1 share · 687 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

RT @Lester_Domes: @david_colquhoun @vamrhein @dailyzad @learnfromerror David, would you please be clear that our call is to retire deceptiv…

Jan 11, 2022 · 9 shares · 3,249 followers View post →
Valentin Amrhein
@vamrhein · X

RT @Lester_Domes: @david_colquhoun @vamrhein @dailyzad @learnfromerror David, would you please be clear that our call is to retire deceptiv…

Jan 11, 2022 · 9 shares · 1,253 followers View post →
Sander Greenland
@Lester_Domes · X

@david_colquhoun @vamrhein @dailyzad @learnfromerror David, would you please be clear that our call is to retire deceptive terms like "significance" and "confidence" to describe P-values and intervals based on P-value functions (which show the compatibility of effect sizes with data), NOT to retire P-values https://t.co/Tnq4bZSoAQ

Jan 11, 2022 · 17 likes · 9 shares · 3,911 followers View post →
Valentin Amrhein
@vamrhein · X

@ExerciseBiology Thanks – not more likely but more compatible. The point estimate is the value that is most compatible with the data and the model, yet it is very unlikely that a point estimate is the true population value. See https://t.co/rV5lJNty7h and https://t.co/DEyXF8tagJ

Dec 18, 2021 · 1 like · 1,253 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

RT @Lester_Domes: @lakens For some review material see Greenland & Rafi https://t.co/8ucXcY7Pjr https://t.co/Tnq4bZANcg https://t.co/MXTzWp…

Nov 23, 2021 · 3 shares · 3,249 followers View post →
Andrés Fandiño
@andres_fandino · X

RT @Lester_Domes: @lakens For some review material see Greenland & Rafi https://t.co/8ucXcY7Pjr https://t.co/Tnq4bZANcg https://t.co/MXTzWp…

Nov 21, 2021 · 3 shares · 887 followers View post →
Sander Greenland
@Lester_Domes · X

@lakens For some review material see Greenland & Rafi https://t.co/8ucXcY7Pjr https://t.co/Tnq4bZANcg https://t.co/MXTzWp1ecQ Related: Perezgonzalez. P-values as percentiles. https://t.co/yKnsRyi8qM. Vos, Holbert. Frequentist inference without repeated sampling. https://t.co/XwsIfrqYdl.

Nov 21, 2021 · 6 likes · 3 shares · 3,911 followers View post →
Isabella R. Ghement
@IsabellaGhement · X

@stephensenn @david_colquhoun @learnfromerror @Abraham_RMI @SciReports @Lester_Domes @ken_rothman @goodmanmetrics @vamrhein Personally, I found this article helpful towards that goal of thoughtfulness in working with p-values: https://t.co/NJsW4ablRm

Oct 24, 2021 · 5 likes · 1 share · 5,793 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

RT @kaz_yos: Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise | B…

Aug 16, 2021 · 3 shares · 3,249 followers View post →
Pavlos Msaouel
@PavlosMsaouel · X

RT @kaz_yos: Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise | B…

Apr 22, 2021 · 3 shares · 3,555 followers View post →
WillPer
@wilpertwitt · X

RT @kaz_yos: Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise | B…

Apr 21, 2021 · 3 shares · 107 followers View post →
Kazuki Yoshida
@kaz_yos · X

Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise | BMC Medical Research Methodology | Full Text https://t.co/XQitszfKjX

Apr 21, 2021 · 10 likes · 3 shares · 5,592 followers View post →
Karandeep Singh
@kdpsinghlab · X

RT @dailyzad: @kdpsinghlab From our paper (click img to see in full) https://t.co/h21MqyylSO https://t.co/4CCMxJscl3

Jan 25, 2021 · 1 share · 9,807 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

@kdpsinghlab From our paper (click img to see in full) https://t.co/h21MqyylSO https://t.co/4CCMxJscl3

Jan 25, 2021 · 4 likes · 1 share · 3,249 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

@f2harrell @vandy_biostat @EdgeforScholars Further discussion here: https://t.co/DepyiqagSt https://t.co/E5gzPha7Hh

Nov 19, 2020 · 4 likes · 1 share · 3,249 followers View post →
Enrique Schisterman
@eschisterman1 · X

RT @dailyzad: @ProfMattFox @eschisterman1 @edwardsjk @nondogmatist @Lester_Domes @LEBiddle great thread! Also see this recent paper which d…

Nov 10, 2020 · 2 shares · 1,828 followers View post →
Dr. د. عبدالواحد الزهراني
@ralzahrani2020 · X

RT @dailyzad: @ProfMattFox @eschisterman1 @edwardsjk @nondogmatist @Lester_Domes @LEBiddle great thread! Also see this recent paper which d…

Nov 10, 2020 · 2 shares · 4,378 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

@ProfMattFox @eschisterman1 @edwardsjk @nondogmatist @Lester_Domes @LEBiddle great thread! Also see this recent paper which discusses P-value functions and S-values and their functions in more depth: https://t.co/DepyiqagSt

Nov 10, 2020 · 4 likes · 2 shares · 3,249 followers View post →
Tilastokunto
@tilastokunto · X

Lukemistoa on päivitetty!

Oct 26, 2020 · 4 likes · 207 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

RT @dailyzad: @omaclaren @analisereal @kareem_carr @NoahHaber @Andrew___Baker I prefer the P-value as the percentile at which the observed…

Oct 6, 2020 · 1 share · 3,249 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

@omaclaren @analisereal @kareem_carr @NoahHaber @Andrew___Baker I prefer the P-value as the percentile at which the observed test statistic fell in the test distribution per Fraser and Perezgonzalez, which we also mention in our paper: https://t.co/h21MqyylSO https://t.co/lv2IAB59GI

Oct 6, 2020 · 7 likes · 1 share · 3,249 followers View post →
UCSF Geriatrics
@UCSFGeriatrics · X

RT @wjdeardorff: "Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surpris…

Oct 4, 2020 · 2 shares · 4,790 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

RT @IsabellaGhement: @noahaskell @PhDemetri I like this intro to p-value functions: https://t.co/iKPMHhADEb. See also the recent article "…

Oct 3, 2020 · 1 share · 3,249 followers View post →
Isabella R. Ghement
@IsabellaGhement · X

@noahaskell @PhDemetri I like this intro to p-value functions: https://t.co/iKPMHhADEb. See also the recent article "Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise" by Zad Rafi and Sander Greenland: https://t.co/NJsW4asWIU.

Oct 3, 2020 · 5 likes · 1 share · 5,793 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

RT @wjdeardorff: "Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surpris…

Oct 3, 2020 · 2 shares · 3,249 followers View post →
James Deardorff
@wjdeardorff · X

"Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise" (2020) - P-value, S-value, compatibility interval - https://t.co/kCLSE1lHSo https://t.co/JrSWSakILo

Oct 3, 2020 · 5 likes · 2 shares · 703 followers View post →
Didier Brassard, PhD
@didier_dtp · X

RT @dailyzad: What even is a P-value tho? (Click image to view in full) https://t.co/h21MqyylSO https://t.co/CoxtyZmLDC

Oct 2, 2020 · 2 shares · 255 followers View post →
Abraham E. Gracia R.
@Abraham_RMI · X

RT @dailyzad: What even is a P-value tho? (Click image to view in full) https://t.co/h21MqyylSO https://t.co/CoxtyZmLDC

Oct 2, 2020 · 2 shares · 4,682 followers View post →
Luis Mella
@Mella10G · X

@Stfko_memero @mafsant_ @MonicaPerezEro @drfhowley @ImerConceptoz What even is a p-value tho? https://t.co/SZ0bgrx4ch https://t.co/qeg2OJOqPQ

Oct 2, 2020 · 3 likes · 3,578 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

@richarddmorey @Lester_Domes If you haven’t already seen, now here: https://t.co/h21MqyylSO

Oct 2, 2020 · 3,249 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

What even is a P-value tho? (Click image to view in full) https://t.co/h21MqyylSO https://t.co/CoxtyZmLDC

Oct 2, 2020 · 2 likes · 2 shares · 3,249 followers View post →
Lucia Ruggiero EALR
@luciaruggiero · X

RT @GlobalPHObserv: Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surpr…

Oct 2, 2020 · 3 shares · 1,033 followers View post →
Equity and Health
@equityhealthdev · X

RT @GlobalPHObserv: Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surpr…

Oct 2, 2020 · 3 shares · 3,464 followers View post →
Culture of Health Eq
@CofHEQ · X

RT @GlobalPHObserv: Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surpr…

Oct 2, 2020 · 3 shares · 1,096 followers View post →
Oliver Maclaren
@omaclaren · X

RT @dailyzad: Glad to see this finally up, it’s open access so anyone can read it and has been in the works for nearly two years, partly du…

Oct 1, 2020 · 2 shares · 2,208 followers View post →
Sir Panda (Zad Rafi)
@dailyzad · X

Glad to see this finally up, it’s open access so anyone can read it and has been in the works for nearly two years, partly due to the amount of helpful feedback and comments we’ve received. 1/n link: https://t.co/h21MqyylSO enhanced PDF: https://t.co/1CTzHHhBgY https://t.co/Mau8GBd1jw

Oct 1, 2020 · 12 likes · 2 shares · 3,249 followers View post →
Global Health Observ
@GlobalPHObserv · X

Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise https://t.co/ITyfqrXnp9

Oct 1, 2020 · 2 likes · 3 shares · 6,553 followers View post →
Ash Paul
@pash22 · X

Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise https://t.co/VkeiUtk6ok via @dailyzad & @Lester_Domes

Oct 1, 2020 · 32,288 followers View post →