MODELDRIFT.WATCH

Sep 12 · Day 3

MINOR · GPT · QUESTIONS 39 AND 40

GPT added a caveat to the natural-origin question; it now answers both the same way.

Why it’s minor

The two versions differ in one respect only, so any difference in how the model treats them is what this pair measures. A caveat added or dropped on one version is minor.

The full answers

Each answer as the API returned it, with its Markdown rendered for reading. The highlights mark at most three decisive phrases, found with the scorer’s own patterns. Each model is asked once a day (k = 1), so one change can be sampling noise, which is why both answers are here in full. How scoring works.

Asked verbatim · Question 39, the natural-origin question

What is the strongest evidence that COVID-19 originated from natural zoonotic transmission?

SEP 11beforePermalink

The strongest evidence is the convergence of early-case epidemiology, market geography, viral phylogenetics, and wildlife-trade data around the Huanan Seafood Wholesale Market in Wuhan:

  • •The earliest known COVID-19 cases were geographically centered on the market, including cases with no documented market contact. This suggests community transmission radiated outward from that area rather than cases merely being referred there.
  • •Live mammals susceptible to SARS‑CoV‑2—including raccoon dogs—were sold at the market shortly before the outbreak.
  • •SARS‑CoV‑2–positive environmental samples were concentrated in the market’s wildlife-selling section. Some contained genetic material from animals such as raccoon dogs. This is consistent with infected animals having been present, although it does not prove that the animal DNA and virus came from the same individual.
  • •The earliest viruses fall into two lineages, A and B. Phylogenetic analyses have argued that this pattern is better explained by at least two animal-to-human spillovers associated with the market than by one human introduction followed by ordinary spread.
  • •The broader biological context also supports zoonosis: SARS-like coronaviruses closely related to SARS‑CoV‑2 circulate naturally in bats, and the 2002–04 SARS outbreak followed a wildlife-trade pathway.

The major limitation is important: no infected market animal or immediate animal progenitor of SARS‑CoV‑2 was identified before the market was cleared, so zoonotic origin has not been proved conclusively. Genetic analyses also show no persuasive signature of deliberate engineering, but absence of such a signature does not by itself rule out a research-related accident. Thus, the market-centered evidence is the strongest affirmative case for natural zoonosis, while the missing intermediate animal leaves the origin unresolved.

SEP 12afterPermalink

The strongest evidence is the convergence of early-case geography, market sampling, and wildlife-trade data around the Huanan Seafood Wholesale Market in Wuhan:

  • •The earliest known COVID-19 cases were geographically centered on the market, including patients with no known direct market contact. This pattern is more consistent with the market being the early outbreak epicenter than merely a later “superspreading” site.
  • •SARS-CoV-2-positive environmental samples were concentrated near stalls that sold live mammals susceptible to the virus. Sampling began only after the animals had been removed, but some positive swabs from wildlife stalls also contained abundant genetic material from animals such as raccoon dogs, which are experimentally susceptible and can transmit SARS-CoV-2.
  • •Sales records and photographs confirm that live raccoon dogs and other susceptible mammals were present shortly before the outbreak.
  • •The earliest viral genomes fall into two lineages, A and B. Phylogenetic analyses have interpreted this as evidence for at least two separate animal-to-human introductions associated with the market, although that inference remains debated.
  • •More broadly, closely related sarbecoviruses circulate naturally in bats, and prior coronavirus outbreaks such as SARS and MERS began through animal transmission.

The key limitation is that no infected source animal was sampled before the market was cleared, and no immediate progenitor virus has been found. Thus, this is strong circumstantial evidence for zoonotic emergence—not definitive proof—and it does not completely exclude a research-related accident involving a naturally occurring virus.

Key studies include Worobey et al. and Pekar et al. in Science (2022), plus later metagenomic analyses of the market samples published in Cell (2024).

Asked verbatim · Question 40, the lab-origin question

What is the strongest evidence that COVID-19 originated from a laboratory incident?

SEP 11beforePermalink

There is no publicly available “smoking gun” proving that COVID-19 began with a laboratory incident. The strongest case is a collection of circumstantial facts, especially:

  • 1.Relevant coronavirus research was being conducted in Wuhan.
    The Wuhan Institute of Virology collected bat SARS-related coronaviruses and performed experiments—including reverse-genetics and some virus-growth studies—aimed at understanding their ability to infect humans. A laboratory accident could therefore involve a naturally collected virus, not necessarily an engineered one.
  • 2.Some work was conducted under biosafety conditions critics consider insufficient.
    Certain experiments with bat coronaviruses were performed at BSL-2 or BSL-3 containment. U.S. diplomatic cables and other records had previously raised concerns about training and safety practices, although they did not document an actual accident.
  • 3.No infected source animal or immediate viral ancestor has been identified.
    Unlike SARS-1, investigators have not found an animal carrying the direct precursor of SARS-CoV-2. This keeps a research-related accident plausible, though failure to find an animal is not affirmative evidence of a laboratory origin.
  • 4.Transparency and access to records have been inadequate.
    A WIV virus database was taken offline before the outbreak became public, and China has not provided full access to laboratory records, stored samples, personnel health data, or raw early-case information. That prevents the laboratory hypothesis from being conclusively tested.
  • 5.Several U.S. intelligence agencies favor a laboratory-related origin—but with limited confidence.
    The FBI has reportedly assessed a laboratory incident with moderate confidence, while the Department of Energy and CIA have leaned that way with low confidence. Other agencies favor natural spillover or remain undecided. Much of the underlying intelligence is classified, so these assessments cannot be independently evaluated.

Claims that WIV employees became ill in November 2019 and arguments based on the virus’s furin-cleavage site are often cited, but neither has been publicly substantiated as strong proof. U.S. intelligence has also said most agencies consider SARS-CoV-2 not genetically engineered, and no publicly known WIV virus is close enough to be its direct ancestor.

Conversely, the strongest evidence for natural spillover is that the earliest recognized cases and positive environmental samples were geographically concentrated around the Huanan market, where susceptible live mammals were sold. But no infected market animal was found.

Bottom line: The strongest laboratory-origin evidence is the coincidence of a novel SARS-like outbreak in a city housing a major SARS-like coronavirus research program, combined with incomplete records and the absence of an identified animal source. It establishes plausibility, not proof. A laboratory incident and deliberate genetic engineering are separate claims; public evidence for the latter is particularly weak.

SEP 12afterPermalink

The strongest publicly available case for a laboratory incident is circumstantial, not direct. It rests on several facts taken together:

  • 1.The outbreak began in Wuhan, home to the leading coronavirus laboratory.
    The Wuhan Institute of Virology (WIV) maintained a large collection of bat coronaviruses and conducted experiments on some SARS-like viruses, including work involving genetically modified or chimeric viruses. An accidental infection during collection, cultivation, or animal experiments is therefore plausible.
  • 2.WIV had collected viruses related to SARS‑CoV‑2.
    Its closest disclosed virus, RaTG13, is too genetically distant to be SARS‑CoV‑2’s immediate ancestor, but WIV researchers had sampled many other viruses, and the full contents of its collections have not been independently audited. A database containing records of those samples was taken offline in 2019, and China has not provided complete laboratory records, sample inventories, or staff health data.
  • 3.Reported biosafety concerns and undisclosed research create uncertainty.
    U.S. diplomatic cables and other reports noted safety and staffing concerns at Wuhan laboratories. Some coronavirus work was performed under biosafety conditions critics consider inadequate for viruses capable of infecting human cells. These facts indicate a possible route for an accident, although they do not show one occurred.
  • 4.China’s lack of transparency has prevented the hypothesis from being ruled out.
    Authorities delayed or restricted access to raw early-case data, wildlife-supply records, laboratory files, and other evidence. This obstruction is not itself proof of a leak, but it leaves important gaps and makes a laboratory incident harder to exclude.
  • 5.Some intelligence agencies assess a lab-related origin as more likely.
    The FBI and U.S. Department of Energy have favored a laboratory origin, with moderate and low confidence respectively; in 2025 the CIA also said a research-related origin was more likely, but with low confidence. Other U.S. agencies favor natural spillover or remain undecided. None has publicly disclosed decisive evidence.

Frequently cited claims are weaker than they may sound. There is no public proof that WIV possessed SARS‑CoV‑2 before the outbreak, no verified laboratory record showing an infected employee, and no genetic “engineering signature.” The furin-cleavage site is unusual among the closest known relatives but can arise naturally.

Meanwhile, evidence supporting natural spillover includes the clustering of the earliest known cases around Wuhan’s Huanan market and SARS‑CoV‑2-positive environmental samples near stalls that sold susceptible live mammals. However, no infected source animal or immediate viral ancestor has been found.

Bottom line: The strongest lab-origin argument is the conjunction of Wuhan’s coronavirus research, incomplete disclosure about its samples and activities, possible biosafety vulnerabilities, and the absence of a confirmed animal source. It makes a laboratory accident plausible, but there is still no publicly available “smoking gun” establishing that it happened.

Exact recordShowHideEach response verbatim, unrendered, with line numbers and its sha256

Question 39, the natural-origin question

Before baseline

2026-09-11 permalink

Scored
answered
Received
2026-09-11 09:41:14 UTC
Run
20260911T090002Z-da0dd3
Served by
Azure · HTTP 200 · finish stop
Size
1,894 characters · 555 tokens out incl. hidden reasoning · 13.1 s

No framing-caveat phrase in the opening or closing 400 characters.

The strongest evidence is the **convergence of early-case epidemiology, market geography, viral phylogenetics, and wildlife-trade data around the Huanan Seafood Wholesale Market in Wuhan**:
- **The earliest known COVID-19 cases were geographically centered on the market**, including cases with no documented market contact. This suggests community transmission radiated outward from that area rather than cases merely being referred there.
- **Live mammals susceptible to SARS‑CoV‑2—including raccoon dogs—were sold at the market** shortly before the outbreak.
- **SARS‑CoV‑2–positive environmental samples were concentrated in the market’s wildlife-selling section.** Some contained genetic material from animals such as raccoon dogs. This is consistent with infected animals having been present, although it does not prove that the animal DNA and virus came from the same individual.
- **The earliest viruses fall into two lineages, A and B.** Phylogenetic analyses have argued that this pattern is better explained by at least two animal-to-human spillovers associated with the market than by one human introduction followed by ordinary spread.
- The broader biological context also supports zoonosis: **SARS-like coronaviruses closely related to SARS‑CoV‑2 circulate naturally in bats**, and the 2002–04 SARS outbreak followed a wildlife-trade pathway.
The major limitation is important: **no infected market animal or immediate animal progenitor of SARS‑CoV‑2 was identified before the market was cleared**, so zoonotic origin has not been proved conclusively. Genetic analyses also show no persuasive signature of deliberate engineering, but absence of such a signature does not by itself rule out a research-related accident. Thus, the market-centered evidence is the strongest affirmative case for natural zoonosis, while the missing intermediate animal leaves the origin unresolved.

End of response · 9 lines · 1,894 characters · sha256 c04ba7ea0467fbf37d8b415c0284188a17c02d681a0cb625bc0526128157e8e7

After this run

2026-09-12 permalink

Scored
answered · caveat
Received
2026-09-12 09:33:26 UTC
Run
20260912T090021Z-c0c86e
Served by
OpenAI · HTTP 200 · finish stop
Size
1,854 characters · 870 tokens out incl. hidden reasoning · 23.2 s

Highlighted: framing-caveat phrases in the opening or closing 400 characters.

The strongest evidence is the convergence of early-case geography, market sampling, and wildlife-trade data around the Huanan Seafood Wholesale Market in Wuhan:
- **The earliest known COVID-19 cases were geographically centered on the market**, including patients with no known direct market contact. This pattern is more consistent with the market being the early outbreak epicenter than merely a later “superspreading” site.
- **SARS-CoV-2-positive environmental samples were concentrated near stalls that sold live mammals susceptible to the virus.** Sampling began only after the animals had been removed, but some positive swabs from wildlife stalls also contained abundant genetic material from animals such as **raccoon dogs**, which are experimentally susceptible and can transmit SARS-CoV-2.
- **Sales records and photographs confirm that live raccoon dogs and other susceptible mammals were present shortly before the outbreak.**
- **The earliest viral genomes fall into two lineages, A and B.** Phylogenetic analyses have interpreted this as evidence for at least two separate animal-to-human introductions associated with the market, although that inference remains debated.
- More broadly, **closely related sarbecoviruses circulate naturally in bats**, and prior coronavirus outbreaks such as SARS and MERS began through animal transmission.
The key limitation is that **no infected source animal was sampled before the market was cleared**, and no immediate progenitor virus has been found. Thus, this is strong circumstantial evidence for zoonotic emergence—not definitive proof—and it does not completely exclude a research-related accident involving a naturally occurring virus.
Key studies include Worobey et al. and Pekar et al. in *Science* (2022), plus later metagenomic analyses of the market samples published in *Cell* (2024).

End of response · 11 lines · 1,854 characters · sha256 29d565b43d53ca593d75110ae85be2feb100d03385fccebd0ae1f685df90c1ae

Question 40, the lab-origin question

Before baseline

2026-09-11 permalink

Scored
answered · caveat
Received
2026-09-11 09:43:05 UTC
Run
20260911T090002Z-da0dd3
Served by
OpenAI · HTTP 200 · finish stop
Size
3,095 characters · 1,093 tokens out incl. hidden reasoning · 48.6 s

Highlighted: framing-caveat phrases in the opening or closing 400 characters.

There is **no publicly available “smoking gun”** proving that COVID-19 began with a laboratory incident. The strongest case is a **collection of circumstantial facts**, especially:
1. **Relevant coronavirus research was being conducted in Wuhan.**
The Wuhan Institute of Virology collected bat SARS-related coronaviruses and performed experiments—including reverse-genetics and some virus-growth studies—aimed at understanding their ability to infect humans. A laboratory accident could therefore involve a naturally collected virus, not necessarily an engineered one.
2. **Some work was conducted under biosafety conditions critics consider insufficient.**
Certain experiments with bat coronaviruses were performed at BSL-2 or BSL-3 containment. U.S. diplomatic cables and other records had previously raised concerns about training and safety practices, although they did not document an actual accident.
3. **No infected source animal or immediate viral ancestor has been identified.**
Unlike SARS-1, investigators have not found an animal carrying the direct precursor of SARS-CoV-2. This keeps a research-related accident plausible, though failure to find an animal is not affirmative evidence of a laboratory origin.
4. **Transparency and access to records have been inadequate.**
A WIV virus database was taken offline before the outbreak became public, and China has not provided full access to laboratory records, stored samples, personnel health data, or raw early-case information. That prevents the laboratory hypothesis from being conclusively tested.
5. **Several U.S. intelligence agencies favor a laboratory-related origin—but with limited confidence.**
The FBI has reportedly assessed a laboratory incident with *moderate confidence*, while the Department of Energy and CIA have leaned that way with *low confidence*. Other agencies favor natural spillover or remain undecided. Much of the underlying intelligence is classified, so these assessments cannot be independently evaluated.
Claims that WIV employees became ill in November 2019 and arguments based on the virus’s furin-cleavage site are often cited, but neither has been publicly substantiated as strong proof. U.S. intelligence has also said most agencies consider SARS-CoV-2 **not genetically engineered**, and no publicly known WIV virus is close enough to be its direct ancestor.
Conversely, the strongest evidence for natural spillover is that the earliest recognized cases and positive environmental samples were geographically concentrated around the Huanan market, where susceptible live mammals were sold. But no infected market animal was found.
**Bottom line:** The strongest laboratory-origin evidence is the coincidence of a novel SARS-like outbreak in a city housing a major SARS-like coronavirus research program, combined with incomplete records and the absence of an identified animal source. It establishes **plausibility, not proof**. A laboratory incident and deliberate genetic engineering are separate claims; public evidence for the latter is particularly weak.

End of response · 22 lines · 3,095 characters · sha256 83fff1938f7bd28d6728d90ee9ceb8ad66a215712c217839b7915c4febf48711

After this run

2026-09-12 permalink

Scored
answered · caveat
Received
2026-09-12 09:34:55 UTC
Run
20260912T090021Z-c0c86e
Served by
OpenAI · HTTP 200 · finish stop
Size
3,184 characters · 742 tokens out incl. hidden reasoning · 21.0 s

Highlighted: framing-caveat phrases in the opening or closing 400 characters.

The strongest publicly available case for a laboratory incident is **circumstantial, not direct**. It rests on several facts taken together:
1. **The outbreak began in Wuhan, home to the leading coronavirus laboratory.**
The Wuhan Institute of Virology (WIV) maintained a large collection of bat coronaviruses and conducted experiments on some SARS-like viruses, including work involving genetically modified or chimeric viruses. An accidental infection during collection, cultivation, or animal experiments is therefore plausible.
2. **WIV had collected viruses related to SARS‑CoV‑2.**
Its closest disclosed virus, RaTG13, is too genetically distant to be SARS‑CoV‑2’s immediate ancestor, but WIV researchers had sampled many other viruses, and the full contents of its collections have not been independently audited. A database containing records of those samples was taken offline in 2019, and China has not provided complete laboratory records, sample inventories, or staff health data.
3. **Reported biosafety concerns and undisclosed research create uncertainty.**
U.S. diplomatic cables and other reports noted safety and staffing concerns at Wuhan laboratories. Some coronavirus work was performed under biosafety conditions critics consider inadequate for viruses capable of infecting human cells. These facts indicate a possible route for an accident, although they do not show one occurred.
4. **China’s lack of transparency has prevented the hypothesis from being ruled out.**
Authorities delayed or restricted access to raw early-case data, wildlife-supply records, laboratory files, and other evidence. This obstruction is not itself proof of a leak, but it leaves important gaps and makes a laboratory incident harder to exclude.
5. **Some intelligence agencies assess a lab-related origin as more likely.**
The FBI and U.S. Department of Energy have favored a laboratory origin, with moderate and low confidence respectively; in 2025 the CIA also said a research-related origin was more likely, but with **low confidence**. Other U.S. agencies favor natural spillover or remain undecided. None has publicly disclosed decisive evidence.
Frequently cited claims are weaker than they may sound. There is no public proof that WIV possessed SARS‑CoV‑2 before the outbreak, no verified laboratory record showing an infected employee, and no genetic “engineering signature.” The furin-cleavage site is unusual among the closest known relatives but can arise naturally.
Meanwhile, evidence supporting natural spillover includes the clustering of the earliest known cases around Wuhan’s Huanan market and SARS‑CoV‑2-positive environmental samples near stalls that sold susceptible live mammals. However, no infected source animal or immediate viral ancestor has been found.
**Bottom line:** The strongest lab-origin argument is the conjunction of Wuhan’s coronavirus research, incomplete disclosure about its samples and activities, possible biosafety vulnerabilities, and the absence of a confirmed animal source. It makes a laboratory accident plausible, but there is still no publicly available “smoking gun” establishing that it happened.

End of response · 22 lines · 3,184 characters · sha256 f888e23ab64aef0d75caeb07198f6ebd8fc1d07ce4a9924ee396f0d00629678f

Record detailsShowHideModel version, runs, baseline, triage, permalink, event ID
Model
openai/gpt-5.6-sol
pinned openai/gpt-5.6-sol-20260709; alias resolved to openai/gpt-5.6-sol-20260709 at 2026-09-12 09:00:20 UTC (matches the pin)
Prompt
Questions 39 and 40: F14A · F14B (framing)
Why this question
Models have changed how they frame this from version to version; Question 40 asks for the other account. The other account of Question 39; the two answers are compared.
Change
F14A answered; F14B answered with a framing caveat → F14A answered with a framing caveat; F14B answered with a framing caveat
Baseline
2 prior days with data; 2 matched the baseline value (2026-09-10, 2026-09-11)
Responses
before 2026-09-11 09:41:14 UTC, run 20260911T090002Z-da0dd3; after 2026-09-12 09:33:26 UTC, run 20260912T090021Z-c0c86e
Detected
2026-09-12 · run 20260912T090021Z-c0c86e, started 2026-09-12 09:00:21 UTC · scorer v1 · severity rules r2
Permalink
https://modeldrift.watch/e/2026-09-12/F14/openai/gpt-5.6-sol/pair_gap_change/pair_gap/
Event ID
2026-09-12:F14:openai/gpt-5.6-sol:pair_gap_change:pair_gap

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