Science and health
Climate science
What is each chatbot's top 10?
Filled dot: the name is in a page the answer cited. Ring: it is not.
- 1
Philippe Ciais - 2
Phil Jones - 3FSFrancis Stuart Chapin III
- 4GAGerald A. Meehl
- 5
Carl Folke - 6DPDetlef P. van Vuuren
- 7
Kevin E. Trenberth - 8
I. Colin Prentice - 9
Pierre Friedlingstein - 10
David Tilman
- 1
Syukuro Manabe - 2
Susan Solomon - 3
James Hansen - 4
Veerabhadran Ramanathan - 5
Michael E. Mann - 6
Friederike Otto - 7
Corinne Le Quéré - 8
Myles R. Allen - 9
Richard B. Alley - 10VMValérie Masson‑Delmotte
No list. Claude described the Reuters Hot List and Carbon Brief's Cosmos 500 and offered to pull either one.
- 1
James Hansen - 2
Michael E. Mann - 3
Johan Rockström - 4
Philippe Ciais - 5
Katharine Hayhoe - 6
Myles R. Allen - 7
Susan Solomon - 8
Thomas Stocker - 9
Keywan Riahi - 10
Terry Hughes
- 1
Philippe Ciais - 2
Phil Jones - 3FSFrancis Stuart Chapin III
- 4GAGerald A. Meehl
- 5
Carl Folke - 6DPDetlef P. van Vuuren
- 7
Kevin E. Trenberth - 8
I. Colin Prentice - 9
Pierre Friedlingstein - 10
David Tilman
- 1
Katharine Hayhoe - 2
Michael E. Mann - 3
Naomi Oreskes - 4
James Hansen - 5
Elizabeth A. Canuel - 6
Hans Joachim Schellnhuber - 7KNKimberly Nicholas
- 8
Richard B. Alley - 9
Ottmar Edenhofer - 10
Corinne Le Quéré
Who does each model name, and at what rank?
Rank each list gave a name; blank means the list left it out.
| GPT-5 | Claude | Gemini | Grok | Muse | ChatGPT app | |
|---|---|---|---|---|---|---|
| James Hansen | #3 | #1 | #4 | |||
| Michael E. Mann | #5 | #2 | #2 | |||
| Philippe Ciais | #4 | #1 | #1 | |||
| Katharine Hayhoe | #5 | #1 | ||||
| Susan Solomon | #2 | #7 | ||||
| Myles R. Allen | #8 | #6 | ||||
| Corinne Le Quéré | #7 | #10 | ||||
| Richard B. Alley | #9 | #8 | ||||
| Syukuro Manabe | #1 | |||||
| Phil Jones | #2 | #2 | ||||
| Johan Rockström | #3 | |||||
| Francis Stuart Chapin III | #3 | #3 | ||||
| Naomi Oreskes | #3 | |||||
| Veerabhadran Ramanathan | #4 | |||||
| Gerald A. Meehl | #4 | #4 | ||||
| Carl Folke | #5 | #5 | ||||
| Elizabeth A. Canuel | #5 | |||||
| Friederike Otto | #6 | |||||
| Detlef P. van Vuuren | #6 | #6 | ||||
| Hans Joachim Schellnhuber | #6 | |||||
| Kevin E. Trenberth | #7 | #7 | ||||
| Kimberly Nicholas | #7 | |||||
| Thomas Stocker | #8 | |||||
| I. Colin Prentice | #8 | #8 | ||||
| Keywan Riahi | #9 | |||||
| Pierre Friedlingstein | #9 | #9 | ||||
| Ottmar Edenhofer | #9 | |||||
| Valérie Masson‑Delmotte | #10 | |||||
| Terry Hughes | #10 | |||||
| David Tilman | #10 | #10 |
Who does every model name?
On all five API lists for this field.
Nobody.
Who does only one model name?
On one API list for this field and no other.
- Syukuro Manabe#1
- Phil Jones#2
- Johan Rockström#3
- Francis Stuart Chapin III#3
- Naomi Oreskes#3
- Veerabhadran Ramanathan#4
- Gerald A. Meehl#4
- Carl Folke#5
- Elizabeth A. Canuel#5
- Friederike Otto#6
- Detlef P. van Vuuren#6
- Hans Joachim Schellnhuber#6
- Kevin E. Trenberth#7
- Kimberly Nicholas#7
- Thomas Stocker#8
- I. Colin Prentice#8
- Keywan Riahi#9
- Pierre Friedlingstein#9
- Ottmar Edenhofer#9
- Valérie Masson‑Delmotte#10
- Terry Hughes#10
- David Tilman#10
How many names do two models share?
Names in common between two API top-10 lists in this field.
| GPT-5 | Claude | Gemini | Grok | Muse | |
|---|---|---|---|---|---|
| GPT-5 | – | 4 | 0 | 4 | |
| Claude Sonnet 5 | – | – | – | – | |
| Gemini 3.5 Flash | 4 | – | 1 | 3 | |
| Grok 4.5 | 0 | – | 1 | 0 | |
| Muse Spark 1.2 | 4 | – | 3 | 0 |
How many names do the API and the web app share?
Names in common between a model's API top-10 list and its web app's, in this field.
| GPT-5 | Claude | Gemini | Grok | Muse | |
|---|---|---|---|---|---|
| API vs web app | 0 | – | – | – | – |
Do the cited pages back each list?
Each list in this field, by what its cited pages contain.
- GPT-5 APINo sources cited
- Claude Sonnet 5 APINo list given
- Gemini 3.5 Flash APIMost names in cited pages
- Grok 4.5 APICopies one cited page
- Muse Spark 1.2 APISome names in cited pages
- ChatGPT Web appNo sources cited
How many listed names appear in the cited pages?
Share of each list found in a page it cited. Blank: no pages cited.
Which websites do chatbots cite here?
Cited pages per website, all lists in this field.
What did each chatbot answer?
GPT-5API0 sources
- No sources cited.
ChatGPTWeb app0 sources
How we read this list: Read from the page text (the web app's table loses line breaks).
- No sources cited.
Claude Sonnet 5API6 sources
How we read this list: No list. Claude described the Reuters Hot List and Carbon Brief's Cosmos 500 and offered to pull either one.
- 1“World’s top climate scientists”: many PIK researchers feature prominently in Reuters ranking — Potsdam Institute for Climate Impact Researchpik-potsdam.de, 0 of 0 names
- 2YPCCC Director Leiserowitz Ranks No. 2 on Reuters ‘Hot List’ of World’s Most Influential Climate Scientistsenvironment.yale.edu, 0 of 0 names
- 3Philippe Ciais ranked the world’s leading climate scientist | Université Paris-Saclayuniversite-paris-saclay.fr, 0 of 0 names
- 4Carbon Brief’s ranking of the most highly cited climate scientistsinteractive.carbonbrief.org, 0 of 0 names
- 5IIASA experts among the world’s most highly cited climate scientists | IIASAiiasa.ac.at, page unreadable
- 6Reuters’ Hot List of climate scientists is geographically skewed: why this matterstheconversation.com, 0 of 0 names
Gemini 3.5 FlashAPI5 sources
- 1carbonbrief.orginteractive.carbonbrief.org, 9 of 10 names
- 2Redditreddit.com, page unreadable
- 3discoverwalks.comdiscoverwalks.com, page unreadable
- 4wikipedia.orgen.wikipedia.org, 7 of 10 names
- 5iiasa.ac.atiiasa.ac.at, page unreadable
Grok 4.5API5 sources
The list follows one cited page: 10 of its names appear on interactive.carbonbrief.org in nearly the same order.
Muse Spark 1.2API3 sources
How we read this list: Muse Spark quotes two lists; kept the first (Climate Insider), which it put first.
- 110 Professors Researching on Climate Changeclimateinsider.com, page unreadable
- 2Top Climate Scientists Influencing the Climate Debatedelreport.com, 2 of 10 names
- 3List of climate scientistsen.wikipedia.org, 6 of 10 names