Pundit ClaimsAI claims by Gary Marcus and Ed Zitron, with the evidence

“ChatGPT simply cannot reason well enough to to do this; as I have documented in previous essays, it has demonstrably misunderstood physics, biology, psychology, medicine, and so forth.”

Scientists, please don’t let your chatbots grow up to be co-authors, paragraph 17. The full statement is at the source.

Our reading, the sentence that was checked:

ChatGPT cannot reason well enough to make a substantive scientific contribution and has misunderstood physics, biology, psychology, and medicine.

Assessment: Unresolved Evidence as of

Where and when Gary Marcus wrote it

Marcus on AI, Scientists, please don’t let your chatbots grow up to be co-authors, paragraph 17.

Said
Source observed
live page, full text, public
Evidence as of
the cutoff for this assessment
Assessment recorded
assessment marcus-scientists-please-dont-let-your-chatbots-1e17cf-a2

We recorded 11 claims from this post. See every claim from this post.

The wording above is the version this site observed on 2026-10-29. The source may have been edited after 2023-01-14. This page does not claim the wording was captured then.

What the claim commits to

Kind
Observation
Deadline, as the speaker wrote it
None stated. This site does not add one.
Deadline state when assessed
No horizon
Deadline state on 2026-10-29
No horizon (the release’s reference date)

From the speaker

  • cannot reason well enough
  • making a substantive scientific contribution
  • demonstrably misunderstood physics, biology, psychology, medicine
  • current understanding

Our interpretation

  • Assess the early ChatGPT during the six-week period discussed in the post, through January 14, 2023.
  • A substantive contribution means meaningful intellectual work on a scientific question, including collaboration with human researchers.
  • The claim combines a broad inability assertion with examples of disciplinary misunderstanding. These components require separate evidence.
  • Incorrect scientific explanations demonstrate errors; they do not by themselves establish inability to contribute to research.
  • Authorship policies and requirements for accountability do not measure reasoning ability.

Counts as supported if: Contemporary evaluations establish the asserted scientific reasoning limitation and documented misunderstandings in the named disciplines. Evidence must connect the reasoning limitation to inability to make a substantive contribution.

Counts as contradicted if: A verified contemporary research contribution demonstrates sufficient reasoning for substantive scientific work. Correct answers to some examination questions alone do not establish such a contribution.

Retrospective: these criteria were written after the outcome was public.

Current assessment

Was it true for the period described?

Outcome: Unresolved

The record was checked, and the evidence available by the cutoff does not settle it.

Scored on a plain reading. The speaker named no measure for this claim, so it was judged on the reading an informed reader would take, stated below under our interpretation. Both reviews had to find that reading fair.

Evidence as of
Deadline state when assessed
No horizon
Assessment recorded
Policy version
2026-10-28.7

Rationale

A January 1, 2023 parasitology test documented incorrect explanations, supporting the biological and medical error component [e1]. It did not test whether ChatGPT could make a substantive scientific contribution [e1]. A finance study reported favorable ratings for generated research proposals, but its accessible revised version does not establish a verified contribution dated to November 30, 2022–January 14, 2023 [e2]. These studies establish neither the broader inability claim nor a decisive contemporary counterexample [e1, e2].

Limitations

  • The evidence does not independently establish misunderstandings in physics and psychology [e1, e2].
  • The parasitology results cannot be generalized directly to other subjects and do not measure research capability [e1].
  • The finance study leaves the relevant output dates and validation of a substantive contribution unresolved [e2].

Evidence (2 items)

  • Supports the claim: Journal of Educational Evaluation for Health Professions,

    contained incorrect information.

    Why it matters here: The December 15 version produced incorrect parasitology explanations, supporting the biological and medical error component. The study also found correct answers and acceptable explanations, and did not test ability to make a research contribution.

    Publisher
    Journal of Educational Evaluation for Health Professions
    Kind of source
    Peer-reviewed paper
    Describes events of
    Public from
  • Context only: Finance Research Letters; copy hosted by Abu Dhabi University,

    ‘succeed’.

    Why it matters here: Favorable reviewer assessments of generated research proposals weigh against a blanket inability claim. The accessible revised study neither dates each interaction precisely nor establishes a completed scientific contribution.

    Publisher
    Finance Research Letters; copy hosted by Abu Dhabi University
    Kind of source
    Peer-reviewed paper
    Describes events of
    Public from

What would settle it

An independently verified substantive scientific contribution using ChatGPT outputs dated November 30, 2022–January 14, 2023 would contradict the inability claim. Support would require contemporary evaluations connecting reasoning limitations to inability to contribute, together with independently checked errors in the named disciplines.

Where it was said (1)

Said once in the sources this register covers.

  • : Marcus on AI, Scientists, please don’t let your chatbots grow up to be co-authors

    ChatGPT simply cannot reason well enough to to do this; as I have documented in previous essays, it has demonstrably misunderstood physics, biology, psychology, medicine, and so forth.

    Published
    2023-01-14
    Source observed
    , live page
    Access
    full text, public

History

Assessment versions

Recorded events

  1. Assessment publishedBy this site

    First assessment published after both reviews and the final-text check passed.

    About assessment marcus-scientists-please-dont-let-your-chatbots-1e17cf-a2.