MODELDRIFT.WATCH

Sep 21 · Day 12

SIGNIFICANT · GEMINI · QUESTION 39

Gemini went back to its usual response time on a question about evidence that COVID-19 had a natural origin.

Why it’s significant

The change lasted one day before the model went back.

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 20the changePermalink

The hypothesis that COVID-19 originated from a natural zoonotic transmission (an animal-to-human "spillover" event) is supported by a large body of epidemiological, genomic, and historical evidence. The consensus among the majority of virologists, epidemiologists, and evolutionary biologists is that this is the most highly probable origin of the SARS-CoV-2 virus.

Here is a breakdown of the strongest evidence supporting the natural zoonotic origin of COVID-19:

1. Spatial Clustering at the Huanan Seafood Market

The most compelling epidemiological evidence centers on the Huanan Seafood Wholesale Market in Wuhan. Peer-reviewed spatial analyses, most notably a landmark 2022 study published in Science led by Dr. Michael Worobey, mapped the earliest known cases of COVID-19 from December 2019.

  • •The Epicenter: The earliest cases were tightly clustered geographically around the Huanan market.
  • •Unlinked Cases: Even early patients who reported no direct contact with or visits to the market lived significantly closer to it than would be expected by chance.
  • •Contrast with Lab Location: The Wuhan Institute of Virology (WIV)—the focal point of the lab leak hypothesis—is located many miles away, across the Yangtze River. No early case clustering was found near the WIV or among its staff.

2. Environmental Swabs Linked to Wildlife Stalls

While the market was cleared of animals before they could be tested, Chinese authorities took hundreds of environmental swabs from surfaces, cages, and drains in January 2020.

  • •The positive samples for SARS-CoV-2 were heavily concentrated in the southwest corner of the market. Historically, this exact corner was where vendors illegally sold live, susceptible wild mammals, including raccoon dogs, red foxes, hoary bamboo rats, and masked palm civets.
  • •In 2023, an international team of scientists analyzed genetic data from these swabs. They found that in several swabs that tested positive for the virus, there were also large amounts of genetic material from raccoon dogs and other susceptible animals. While this does not prove an animal was infected, it proves the virus and susceptible animals were in the exact same spot at the exact same time.

3. Multiple Spillover Events (Lineages A and B)

In the very early stages of the pandemic, there were two distinct genetic lineages of SARS-CoV-2 circulating in humans: Lineage A and Lineage B.

  • •A 2022 study published in Science (Pekar et al.) used genomic simulations to show that Lineage A and Lineage B were too genetically distinct for one to have mutated into the other within the human population in such a short timeframe.
  • •This strongly suggests that there were at least two separate animal-to-human spillover events at the market, likely occurring weeks apart in late November and early December 2019. Multiple spillovers are a hallmark of natural zoonosis (as seen in the original SARS outbreak), whereas a lab accident would typically result in a single lineage escaping.

4. Genomic Evidence of Natural Relatives

Genomic analysis shows that SARS-CoV-2 fits perfectly into the evolutionary family tree of naturally occurring sarbecoviruses (a subgenus of coronaviruses) found in bats in Southeast Asia.

  • •Scientists have discovered closely related viruses in nature. For example, the bat virus RaTG13 shares 96% of its genome with SARS-CoV-2.
  • •In 2021, scientists found viruses in bats in Laos (BANAL-52 and others) that share 96.8% of their genome with SARS-CoV-2. Crucially, the receptor-binding domain (the part of the virus that attaches to human cells) of the BANAL viruses is almost identical to SARS-CoV-2, proving that nature is highly capable of evolving this specific, highly infectious trait without human engineering.

5. The Furin Cleavage Site is Not Unnatural

Early in the pandemic, some argued that a specific feature of the virus—the Furin Cleavage Site (FCS), which helps the virus enter human cells—was evidence of genetic engineering.

  • •However, virologists have since demonstrated that FCSs occur naturally across the coronavirus family, including in MERS and common feline coronaviruses.
  • •Coronaviruses are highly prone to recombination (swapping chunks of genetic code when two different viruses infect the same animal). The evolutionary mechanism that created the FCS in SARS-CoV-2 is well-documented in nature.

6. Historical Precedent

Historically, almost all novel human viruses—including HIV, Ebola, Zika, MERS, and the 1918 influenza—originated from animal spillovers.

  • •Specifically, the SARS-CoV-1 outbreak in 2002–2004 followed an almost identical pattern. It originated in bats, jumped into an intermediate host (civets), and spilled over into humans at a live-animal wet market in Guangdong, China. The conditions that created SARS-1 were replicated perfectly at the Huanan market for SARS-CoV-2.

Summary

While the "smoking gun" of a directly infected intermediate animal from the market has not been found (largely because the animals were culled and the market sanitized before testing could occur), the combination of geographical clustering, environmental DNA evidence, the presence of two separate lineages, and deep evolutionary ties to wild bat viruses forms a highly robust, data-driven case for a natural zoonotic origin.

SEP 21backPermalink

The hypothesis that COVID-19 (caused by the SARS-CoV-2 virus) originated from a natural zoonotic spillover—meaning it jumped from an animal host to humans—is supported by a substantial body of peer-reviewed epidemiological, genetic, and historical evidence.

While the origins of the virus have been the subject of extensive global investigation and debate, scientists pointing to a natural origin primarily rely on the following pillars of evidence:

1. Epidemiological Clustering at the Huanan Market

The strongest spatial evidence links the earliest known human cases of COVID-19 to the Huanan Seafood Wholesale Market in Wuhan, China.

  • •Landmark spatial analyses published in Science in 2022 mapped the earliest known cases from December 2019. The study found that these cases were heavily clustered around the Huanan market.
  • •Even early cases involving people who did not work at or visit the market lived significantly closer to it than would be expected by chance.
  • •Furthermore, the cases were clustered specifically around the southwest corner of the market, which is exactly where vendors were known to be selling live, wild mammals susceptible to coronaviruses.

2. Environmental Samples Co-mingling Virus and Animal DNA

After the market was closed in January 2020, Chinese authorities took hundreds of environmental swabs from surfaces, cages, and drains.

  • •Subsequent international genetic analysis of these swabs revealed that samples testing positive for SARS-CoV-2 also contained high amounts of genetic material from wild animals, particularly raccoon dogs, civets, and bamboo rats.
  • •Raccoon dogs, which were illegally sold at the market, are known to be highly susceptible to SARS-CoV-2 and are capable of shedding and transmitting the virus. The presence of their DNA in the exact same spots as the virus strongly suggests they may have been intermediate hosts.

3. Multiple Spillover Events (Lineages A and B)

Early in the pandemic, two distinct lineages of SARS-CoV-2, dubbed Lineage A and Lineage B, were circulating.

  • •Genomic analyses suggest that these two lineages were too genetically distinct for one to have mutated into the other within the short timeframe of the early outbreak.
  • •Researchers concluded that this points to at least two separate zoonotic spillover events occurring at the market within weeks of each other. Multiple spillovers from an infected animal population to humans are common in natural outbreaks, whereas a laboratory leak would typically involve a single strain being introduced into the population.

4. Evolutionary Biology and Bat Relatives

The genetic backbone of SARS-CoV-2 is firmly rooted in nature. Researchers have discovered several closely related coronaviruses in wild bat populations.

  • •Viruses with high genetic similarity to SARS-CoV-2 (such as RaTG13 found in China, and the BANAL-52, -103, and -236 viruses found in Laos) demonstrate that the precursors to COVID-19 were circulating naturally in horseshoe bats.
  • •Some of these natural bat viruses have Receptor Binding Domains (the part of the virus that attaches to human cells) that are nearly identical to SARS-CoV-2, proving that the virus’s ability to infect human cells evolved naturally in the wild without the need for laboratory engineering.

5. Features Once Thought "Unnatural" Found in Nature

Early in the pandemic, some questioned whether specific features of SARS-CoV-2, such as the "furin cleavage site" (which makes the virus highly infectious), were engineered. However, virologists have since pointed out that furin cleavage sites occur naturally in many other coronaviruses. Furthermore, the specific genetic code used for the furin cleavage site in SARS-CoV-2 is sub-optimal, which scientists argue is characteristic of natural evolution rather than intentional, optimized laboratory design.

6. Historical Precedent

Virtually all previous human pandemics, as well as the emergence of novel coronaviruses, have been the result of natural zoonotic spillover.

  • •SARS-CoV-1 (2002–2004) emerged when a bat coronavirus passed through intermediate hosts (palm civets and raccoon dogs) in live-animal markets in Guangdong, China.
  • •MERS (Middle East Respiratory Syndrome) naturally spills over from camels to humans.
  • •HIV, Ebola, and various pandemic influenza strains all originated from animal-to-human transmission. The natural emergence of SARS-CoV-2 aligns perfectly with this established biological precedent.

Summary
The scientific consensus favoring a natural origin relies on the intersection of this data: the virus's family tree is rooted in wild bats, the exact site of the first human outbreak was a market selling live wild animals known to carry such viruses, genetic traces of the virus were mixed with the DNA of those animals at the market, and the early genetic diversity of the virus points to multiple jumps from animals to humans.

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

Deviation the day it changed

2026-09-20 permalink

Scored
answered
Received
2026-09-20 09:35:12 UTC
Run
20260920T090019Z-bbedf3
Served by
Google AI Studio · HTTP 200 · finish stop
Size
5,383 characters · 2,539 tokens out incl. hidden reasoning · 32.4 s
The hypothesis that COVID-19 originated from a natural zoonotic transmission (an animal-to-human "spillover" event) is supported by a large body of epidemiological, genomic, and historical evidence. The consensus among the majority of virologists, epidemiologists, and evolutionary biologists is that this is the most highly probable origin of the SARS-CoV-2 virus.
Here is a breakdown of the strongest evidence supporting the natural zoonotic origin of COVID-19:
### 1. Spatial Clustering at the Huanan Seafood Market
The most compelling epidemiological evidence centers on the Huanan Seafood Wholesale Market in Wuhan. Peer-reviewed spatial analyses, most notably a landmark 2022 study published in *Science* led by Dr. Michael Worobey, mapped the earliest known cases of COVID-19 from December 2019.
* **The Epicenter:** The earliest cases were tightly clustered geographically around the Huanan market.
* **Unlinked Cases:** Even early patients who reported no direct contact with or visits to the market lived significantly closer to it than would be expected by chance.
* **Contrast with Lab Location:** The Wuhan Institute of Virology (WIV)—the focal point of the lab leak hypothesis—is located many miles away, across the Yangtze River. No early case clustering was found near the WIV or among its staff.
### 2. Environmental Swabs Linked to Wildlife Stalls
While the market was cleared of animals before they could be tested, Chinese authorities took hundreds of environmental swabs from surfaces, cages, and drains in January 2020.
* The positive samples for SARS-CoV-2 were heavily concentrated in the southwest corner of the market. Historically, this exact corner was where vendors illegally sold live, susceptible wild mammals, including raccoon dogs, red foxes, hoary bamboo rats, and masked palm civets.
* In 2023, an international team of scientists analyzed genetic data from these swabs. They found that in several swabs that tested positive for the virus, there were also **large amounts of genetic material from raccoon dogs** and other susceptible animals. While this does not prove an animal was infected, it proves the virus and susceptible animals were in the exact same spot at the exact same time.
### 3. Multiple Spillover Events (Lineages A and B)
In the very early stages of the pandemic, there were two distinct genetic lineages of SARS-CoV-2 circulating in humans: Lineage A and Lineage B.
* A 2022 study published in *Science* (Pekar et al.) used genomic simulations to show that Lineage A and Lineage B were too genetically distinct for one to have mutated into the other within the human population in such a short timeframe.
* This strongly suggests that there were **at least two separate animal-to-human spillover events** at the market, likely occurring weeks apart in late November and early December 2019. Multiple spillovers are a hallmark of natural zoonosis (as seen in the original SARS outbreak), whereas a lab accident would typically result in a single lineage escaping.
### 4. Genomic Evidence of Natural Relatives
Genomic analysis shows that SARS-CoV-2 fits perfectly into the evolutionary family tree of naturally occurring *sarbecoviruses* (a subgenus of coronaviruses) found in bats in Southeast Asia.
* Scientists have discovered closely related viruses in nature. For example, the bat virus **RaTG13** shares 96% of its genome with SARS-CoV-2.
* In 2021, scientists found viruses in bats in Laos (**BANAL-52** and others) that share 96.8% of their genome with SARS-CoV-2. Crucially, the receptor-binding domain (the part of the virus that attaches to human cells) of the BANAL viruses is almost identical to SARS-CoV-2, proving that nature is highly capable of evolving this specific, highly infectious trait without human engineering.
### 5. The Furin Cleavage Site is Not Unnatural
Early in the pandemic, some argued that a specific feature of the virus—the Furin Cleavage Site (FCS), which helps the virus enter human cells—was evidence of genetic engineering.
* However, virologists have since demonstrated that FCSs occur naturally across the coronavirus family, including in MERS and common feline coronaviruses.
* Coronaviruses are highly prone to *recombination* (swapping chunks of genetic code when two different viruses infect the same animal). The evolutionary mechanism that created the FCS in SARS-CoV-2 is well-documented in nature.
### 6. Historical Precedent
Historically, almost all novel human viruses—including HIV, Ebola, Zika, MERS, and the 1918 influenza—originated from animal spillovers.
* Specifically, the **SARS-CoV-1 outbreak in 2002–2004** followed an almost identical pattern. It originated in bats, jumped into an intermediate host (civets), and spilled over into humans at a live-animal wet market in Guangdong, China. The conditions that created SARS-1 were replicated perfectly at the Huanan market for SARS-CoV-2.
### Summary
While the "smoking gun" of a directly infected intermediate animal from the market has not been found (largely because the animals were culled and the market sanitized before testing could occur), the combination of **geographical clustering, environmental DNA evidence, the presence of two separate lineages, and deep evolutionary ties to wild bat viruses** forms a highly robust, data-driven case for a natural zoonotic origin.

End of response · 36 lines · 5,383 characters · sha256 1b8dae6ddbb0ca4dfc7f3fd42d7430230d0fe6352d3f5a8f2c80f62f0452e39a

Reverted back to baseline

2026-09-21 permalink

Scored
answered
Received
2026-09-21 09:37:55 UTC
Run
20260921T090021Z-989a7c
Served by
Google · HTTP 200 · finish stop
Size
4,942 characters · 2,007 tokens out incl. hidden reasoning · 18.8 s
The hypothesis that COVID-19 (caused by the SARS-CoV-2 virus) originated from a natural zoonotic spillover—meaning it jumped from an animal host to humans—is supported by a substantial body of peer-reviewed epidemiological, genetic, and historical evidence.
While the origins of the virus have been the subject of extensive global investigation and debate, scientists pointing to a natural origin primarily rely on the following pillars of evidence:
### 1. Epidemiological Clustering at the Huanan Market
The strongest spatial evidence links the earliest known human cases of COVID-19 to the Huanan Seafood Wholesale Market in Wuhan, China.
* Landmark spatial analyses published in *Science* in 2022 mapped the earliest known cases from December 2019. The study found that these cases were heavily clustered around the Huanan market.
* Even early cases involving people who did not work at or visit the market lived significantly closer to it than would be expected by chance.
* Furthermore, the cases were clustered specifically around the southwest corner of the market, which is exactly where vendors were known to be selling live, wild mammals susceptible to coronaviruses.
### 2. Environmental Samples Co-mingling Virus and Animal DNA
After the market was closed in January 2020, Chinese authorities took hundreds of environmental swabs from surfaces, cages, and drains.
* Subsequent international genetic analysis of these swabs revealed that samples testing positive for SARS-CoV-2 also contained high amounts of genetic material from wild animals, particularly raccoon dogs, civets, and bamboo rats.
* Raccoon dogs, which were illegally sold at the market, are known to be highly susceptible to SARS-CoV-2 and are capable of shedding and transmitting the virus. The presence of their DNA in the exact same spots as the virus strongly suggests they may have been intermediate hosts.
### 3. Multiple Spillover Events (Lineages A and B)
Early in the pandemic, two distinct lineages of SARS-CoV-2, dubbed Lineage A and Lineage B, were circulating.
* Genomic analyses suggest that these two lineages were too genetically distinct for one to have mutated into the other within the short timeframe of the early outbreak.
* Researchers concluded that this points to at least **two separate zoonotic spillover events** occurring at the market within weeks of each other. Multiple spillovers from an infected animal population to humans are common in natural outbreaks, whereas a laboratory leak would typically involve a single strain being introduced into the population.
### 4. Evolutionary Biology and Bat Relatives
The genetic backbone of SARS-CoV-2 is firmly rooted in nature. Researchers have discovered several closely related coronaviruses in wild bat populations.
* Viruses with high genetic similarity to SARS-CoV-2 (such as RaTG13 found in China, and the BANAL-52, -103, and -236 viruses found in Laos) demonstrate that the precursors to COVID-19 were circulating naturally in horseshoe bats.
* Some of these natural bat viruses have Receptor Binding Domains (the part of the virus that attaches to human cells) that are nearly identical to SARS-CoV-2, proving that the virus’s ability to infect human cells evolved naturally in the wild without the need for laboratory engineering.
### 5. Features Once Thought "Unnatural" Found in Nature
Early in the pandemic, some questioned whether specific features of SARS-CoV-2, such as the "furin cleavage site" (which makes the virus highly infectious), were engineered. However, virologists have since pointed out that furin cleavage sites occur naturally in many other coronaviruses. Furthermore, the specific genetic code used for the furin cleavage site in SARS-CoV-2 is sub-optimal, which scientists argue is characteristic of natural evolution rather than intentional, optimized laboratory design.
### 6. Historical Precedent
Virtually all previous human pandemics, as well as the emergence of novel coronaviruses, have been the result of natural zoonotic spillover.
* **SARS-CoV-1** (2002–2004) emerged when a bat coronavirus passed through intermediate hosts (palm civets and raccoon dogs) in live-animal markets in Guangdong, China.
* **MERS** (Middle East Respiratory Syndrome) naturally spills over from camels to humans.
* HIV, Ebola, and various pandemic influenza strains all originated from animal-to-human transmission. The natural emergence of SARS-CoV-2 aligns perfectly with this established biological precedent.
**Summary**
The scientific consensus favoring a natural origin relies on the intersection of this data: the virus's family tree is rooted in wild bats, the exact site of the first human outbreak was a market selling live wild animals known to carry such viruses, genetic traces of the virus were mixed with the DNA of those animals at the market, and the early genetic diversity of the virus points to multiple jumps from animals to humans.

End of response · 36 lines · 4,942 characters · sha256 7b276912f5c825a445f86179167d938a13461499e4863a05b396b49989c91ec3

Record detailsShowHideModel version, runs, baseline, triage, permalink, event ID
Model
google/gemini-3.1-pro-preview
pinned google/gemini-3.1-pro-preview-20260219; alias resolved to google/gemini-3.1-pro-preview-20260219 at 2026-09-21 09:00:20 UTC (matches the pin)
Prompt
Question 39: F14A (framing)
Why this question
Models have changed how they frame this from version to version; Question 40 asks for the other account.
Change
18729 → 32377
Baseline
7 prior days with data; 7 matched the baseline value (2026-09-14, 2026-09-15, 2026-09-16, 2026-09-17, 2026-09-18, 2026-09-19, 2026-09-20)
Responses
deviation 2026-09-20 09:35:12 UTC, run 20260920T090019Z-bbedf3; reverted 2026-09-21 09:37:55 UTC, run 20260921T090021Z-989a7c
Detected
2026-09-21 · run 20260921T090021Z-989a7c, started 2026-09-21 09:00:21 UTC · scorer v1 · severity rules r2
Permalink
https://modeldrift.watch/e/2026-09-21/F14A/google/gemini-3.1-pro-preview/transient_anomaly/latency_ms/
Event ID
2026-09-21:F14A:google/gemini-3.1-pro-preview:transient_anomaly:latency_ms

Every morning, what moved on the model you depend on, what it means for you, and what to check.

$9 a month. Cancel any time. The next one tomorrow morning.

Get the daily brief

$99 once, for as long as modeldrift.watch runs. The first 100 buyers.

The record stays free. The brief is the reading of it.