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Will the Official Loch Ness Monster Sightings Register report at least 7 sightings for 2026, before September 1, 2026?

post 44653 · question 44806 · binary · summer-futureeval-2026 · 2026-07-24T00:03:13.612901 · View on Metaculus →
75.0%
Submitted p(YES)
72.0%
Holistic gut estimate
weighted_average
Fermi logic
culture
Domain

Plan 16.17s

Estimate the base rate of reaching 7 sightings by end of August from recent register data (sq1), discount for site-update/availability risk (sq2), and adjust for year-specific media/tourism momentum (sq3), then blend via weighted average.

Sub-questions (3)

sq1
Does the historical base rate of Loch Ness sightings imply 7 or more sightings occur in a typical Jan-Aug window?
The annual/partial-year sighting count from the official register is the core driver; base rate from prior years (2021-2025) is the best predictor.
w=0.50
sq2
Will the Official Loch Ness Monster Sightings Register remain online and be updated with 2026 sightings through August 2026?
Resolution explicitly hinges on the site being live and updated; failure to update resolves No regardless of actual sightings.
w=0.30
sq3
Is 2026 likely to see elevated (above-median) sighting activity due to media interest, tourism, or webcam-driven reports?
Year-to-year variance is high; media buzz and webcam sightings can push counts well above baseline.
w=0.20

Tool requests (3)

web_search sq1, sq2, sq3 {"queries": ["Loch Ness Monster sightings register 2025 total", "official Loch Ness sightings 2026", "lochnesssightings.com recent sightings count"]}
claude_news sq1, sq2, sq3 {"brief": "Find the number of recorded Loch Ness Monster sightings per year on the Official Loch Ness Monster Sightings Register (lochnesssightings.com) for 2021, 2022, 2023, 2024, and 2025, and how many have occurred by roughly August each year. Also determine whether the site is still active and regularly updated.", "max_searches": 4, "question_title": "Will the Official Loch Ness Monster Sightings Register report at least 7 sightings for 2026, before September 1, 2026?"}
code_execution sq1, sq3 {"code": "import numpy as np\n# Approximate annual sighting counts from register (to be refined by research)\n# Historical yearly totals often cited: 2021~6-8, 2022~5-6, 2023~2-4, 2024~2-4, 2025 partial\nyearly = [7, 6, 3, 3]\n# Jan-Aug typically captures ~65% of annual sightings (weather/tourism seasonal)\nfrac = 0.65\npartial = [round(y*frac) for y in yearly]\nprint(\u0027Full-year totals:\u0027, yearly)\nprint(\u0027Est Jan-Aug totals:\u0027, partial)\nhits = sum(1 for p in partial if p \u003e= 7)\nprint(\u0027Share of years with \u003e=7 by Aug:\u0027, hits/len(partial))\n# Poisson model on Jan-Aug expected count\nfrom scipy import stats\nlam = np.mean(yearly)*frac\nprob = 1 - stats.poisson.cdf(6, lam)\nprint(\u0027Poisson lambda Jan-Aug:\u0027, round(lam,2), \u0027P(\u003e=7):\u0027, round(prob,3))", "description": "Estimate base rate of \u003e=7 sightings by end of August using historical register counts and Poisson model."}

Research 45.18s · 3 tool(s) · 0 error(s)

web_search ok 0 results 45.18s
claude_news ok 14 citations 35.57s
code_execution ok Estimate base rate of >=7 sightings by end of August using h 0.12s
Cross-market signals
## Cross-Market Signals

### Polymarket
- "Will the Fed decrease interest rates by 25 bps after the September 2026 meeting?" → Yes: 0.04, Volume: $1.2M
- "Will there be no change in Fed interest rates after the July 2026 meeting?" → Yes: 0.74, Volume: $25.9M
- "Will the Fed increase interest rates by 50+ bps after the July 2026 meeting?" → Yes: 0.01, Volume: $17.2M
- "Will the Fed increase interest rates by 25 bps after the July 2026 meeting?" → Yes: 0.25, Volume: $18.1M
- "Will Hammarby Fotboll win on 2026-07-23?" → Yes: 0.00, Volume: $389.0K
- "Will the Fed decrease interest rates by 50+ bps after the July 2026 meeting?" → Yes: 0.00, Volume: $12.4M
- "Will LeBron James play for the Miami Heat in 2026-27?" → Yes: 0.46, Volume: $4.5M
- "Will the Fed decrease interest rates by 25 bps after the July 2026 meeting?" → Yes: 0.00, Volume: $14.5M
- "Will Club Bolívar win on 2026-07-23?" → Yes: 0.96, Volume: $303.7K
- "Will Mojtaba Khamenei be head of state in Iran end of 2026?" → Yes: 0.72, Volume: $4.8M

Evidence Synthesis 15.53s · 8 items

Direction mix: UP 5 DOWN 1 NEUTRAL 2
sq1 web_search STRONG cred 75 NEUTRAL RECENT
2025 full-year total was 6 sightings; 2024 had 3 sightings; 2023 had 11 sightings.
sq1 code_execution MODERATE cred 55 DOWN VERY_RECENT
Poisson model with lambda 3.09 for Jan-Aug gives P(>=7 sightings) of about 3.8%; zero of recent years reached 7 by August.
sq1 web_search STRONG cred 70 UP VERY_RECENT
2026 register already shows six sightings by May 18 (March 1, March 5, April 23, April 25, May 18, plus webcam).
sq1 web_search STRONG cred 68 UP VERY_RECENT
2026 pace runs ahead of 2024 and 2025, with six sightings logged well before end of August.
sq2 web_search MODERATE cred 70 UP VERY_RECENT
The Official Loch Ness Sightings Register is actively maintained by a volunteer registrar team and is being updated with 2026 sightings.
sq2 web_search MODERATE cred 72 NEUTRAL RECENT
Cumulative all-time register total reached 1,163 sightings as of October 2025, indicating ongoing recording activity.
sq3 web_search MODERATE cred 65 UP VERY_RECENT
Multiple 2026 sightings involve tourists and cruise boats, and webcam-driven online sightings continue to contribute to counts.
sq3 web_search WEAK cred 55 UP RECENT
Loch Ness Centre marketing actively promotes sightings via media, suggesting continued publicity supporting reports.

Information gaps

Key uncertainties

Forecast 22.88s · opus

Sub-question estimates

sq1
0.740
sq2
0.880
sq3
0.680

Rationale

(a) Resolution is September 1, 2026, and current research shows data through mid-May 2026, leaving the full peak-tourist summer window (June-August) still to accrue. (b) Status quo: the 2026 register already shows six sightings by May 18, so only one additional sighting before August 31 is needed to resolve Yes, and summer is historically the highest-traffic sighting period. (c) NO scenario: sightings stall completely over summer (possible given high year-to-year variance and that 2024 had only 3 all year), or the volunteer-run register fails to update or excludes webcam entries, keeping the recorded total at 6. (d) YES scenario: even one tourist- or cruise-boat sighting during peak season pushes the count to 7, which is very plausible given the elevated 2026 pace already running ahead of 2024 and 2025. The pure Poisson base rate (~4%) is misleading here because it ignores the six sightings already logged; conditioned on that, the seventh is quite likely.

What would change my mind

Confirmation that the register has already reached 7+ (pushes above 80%) or evidence that only 5-6 dated sightings are counted with webcam entries excluded plus a summer slowdown (pushes below 50%).
Evidence brief shown to forecaster
1. [sq1 | web_search | STRONG cred 75 | NEUTRAL | RECENT] 2025 full-year total was 6 sightings; 2024 had 3 sightings; 2023 had 11 sightings.
2. [sq1 | code_execution | MODERATE cred 55 | DOWN | VERY_RECENT] Poisson model with lambda 3.09 for Jan-Aug gives P(>=7 sightings) of about 3.8%; zero of recent years reached 7 by August.
3. [sq1 | web_search | STRONG cred 70 | UP | VERY_RECENT] 2026 register already shows six sightings by May 18 (March 1, March 5, April 23, April 25, May 18, plus webcam).
4. [sq1 | web_search | STRONG cred 68 | UP | VERY_RECENT] 2026 pace runs ahead of 2024 and 2025, with six sightings logged well before end of August.
5. [sq2 | web_search | MODERATE cred 70 | UP | VERY_RECENT] The Official Loch Ness Sightings Register is actively maintained by a volunteer registrar team and is being updated with 2026 sightings.
6. [sq2 | web_search | MODERATE cred 72 | NEUTRAL | RECENT] Cumulative all-time register total reached 1,163 sightings as of October 2025, indicating ongoing recording activity.
7. [sq3 | web_search | MODERATE cred 65 | UP | VERY_RECENT] Multiple 2026 sightings involve tourists and cruise boats, and webcam-driven online sightings continue to contribute to counts.
8. [sq3 | web_search | WEAK cred 55 | UP | RECENT] Loch Ness Centre marketing actively promotes sightings via media, suggesting continued publicity supporting reports.

## Cross-Market Signals

### Polymarket
- "Will the Fed decrease interest rates by 25 bps after the September 2026 meeting?" → Yes: 0.04, Volume: $1.2M
- "Will there be no change in Fed interest rates after the July 2026 meeting?" → Yes: 0.74, Volume: $25.9M
- "Will the Fed increase interest rates by 50+ bps after the July 2026 meeting?" → Yes: 0.01, Volume: $17.2M
- "Will the Fed increase interest rates by 25 bps after the July 2026 meeting?" → Yes: 0.25, Volume: $18.1M
- "Will Hammarby Fotboll win on 2026-07-23?" → Yes: 0.00, Volume: $389.0K
- "Will the Fed decrease interest rates by 50+ bps after the July 2026 meeting?" → Yes: 0.00, Volume: $12.4M
- "Will LeBron James play for the Miami Heat in 2026-27?" → Yes: 0.46, Volume: $4.5M
- "Will the Fed decrease interest rates by 25 bps after the July 2026 meeting?" → Yes: 0.00, Volume: $14.5M
- "Will Club Bolívar win on 2026-07-23?" → Yes: 0.96, Volume: $303.7K
- "Will Mojtaba Khamenei be head of state in Iran end of 2026?" → Yes: 0.72, Volume: $4.8M

Information gaps:
  - Whether register counts webcam sightings toward the annual total used for resolution
  - Full monthly sighting distribution to know June-August base rate
  - Confirmation of exact 2026 count as of research date beyond sixth sighting
  - Longer historical series (pre-2023) for a more robust base rate

Key uncertainties:
  - Whether register hits 7 before August 31 given six already logged by May
  - Site update reliability through August 2026
  - Whether webcam sightings are included in the yearly tally
  - Year-specific media/tourism boost sustainability
Raw forecast prompt
You are an elite superforecaster using Tetlock-style Fermi decomposition. Estimate each sub-question INDEPENDENTLY, then provide a holistic estimate. The pipeline will mathematically recombine the sub-question estimates — your job is to give the most accurate per-component probabilities.

## Question
Will the Official Loch Ness Monster Sightings Register report at least 7 sightings for 2026, before September 1, 2026?

## Description / Resolution Criteria
## Description
Historically, there have been over 1,000 sightings of the Loch Ness Monster. According to the resolution source, "The first recorded sighting of a 'monster' at Loch Ness was when St Columba travelled north in 565AD to convert the wild and pagan Picts to Christianity.  The story goes that a monster had attacked and killed a local man at the River Ness.  When it tried to attack another, this time St Columba’s assistant, it retired to the waters of the loch suitably chastised having been "told to stop" by the Christian missionary!

Nothing substantial was then recorded until 1527 when a Duncan Campbell saw a "terrible beast" on the loch shore.  Again there was a period with very few sightings until 1879, when a group of children saw a "small head on a long neck" on the north shore.  From this time onwards regular sightings were reported of the water kelpie (water horse) but all of them were written in a manner that the kelpie was expected to be there, as in it wasn't a surprise that she existed.  However it was in the 1930's that media (and with it world-wide) interest started to grow."

`{"format": "bot_tournament_question", "info": {"hash_id": "ecccfe83ff7a7bfb", "sheet_id": "123"}}`

## Resolution Criteria
This question resolves as **Yes** if the [Official Loch Ness Monster Sightings Register](https://www.lochnesssightings.com/sightings-from-2021-on) reports greater than 6 sightings as the total for the year 2026 through August 31, 2026, when checked by Metaculus on or after September 1, 2026. If the resolution source does not show 7 or more sightings for any reason, including a failure to update or because the site has been indefinitely taken offline, the question resolves as **No**.

## Sub-question decomposition
- (w=0.50) Does the historical base rate of Loch Ness sightings imply 7 or more sightings occur in a typical Jan-Aug window?  — The annual/partial-year sighting count from the official register is the core driver; base rate from prior years (2021-2
- (w=0.30) Will the Official Loch Ness Monster Sightings Register remain online and be updated with 2026 sightings through August 2026?  — Resolution explicitly hinges on the site being live and updated; failure to update resolves No regardless of actual sigh
- (w=0.20) Is 2026 likely to see elevated (above-median) sighting activity due to media interest, tourism, or webcam-driven reports?  — Year-to-year variance is high; media buzz and webcam sightings can push counts well above baseline.

Combination rule: **weighted_average**

## Synthesized evidence
1. [sq1 | web_search | STRONG cred 75 | NEUTRAL | RECENT] 2025 full-year total was 6 sightings; 2024 had 3 sightings; 2023 had 11 sightings.
2. [sq1 | code_execution | MODERATE cred 55 | DOWN | VERY_RECENT] Poisson model with lambda 3.09 for Jan-Aug gives P(>=7 sightings) of about 3.8%; zero of recent years reached 7 by August.
3. [sq1 | web_search | STRONG cred 70 | UP | VERY_RECENT] 2026 register already shows six sightings by May 18 (March 1, March 5, April 23, April 25, May 18, plus webcam).
4. [sq1 | web_search | STRONG cred 68 | UP | VERY_RECENT] 2026 pace runs ahead of 2024 and 2025, with six sightings logged well before end of August.
5. [sq2 | web_search | MODERATE cred 70 | UP | VERY_RECENT] The Official Loch Ness Sightings Register is actively maintained by a volunteer registrar team and is being updated with 2026 sightings.
6. [sq2 | web_search | MODERATE cred 72 | NEUTRAL | RECENT] Cumulative all-time register total reached 1,163 sightings as of October 2025, indicating ongoing recording activity.
7. [sq3 | web_search | MODERATE cred 65 | UP | VERY_RECENT] Multiple 2026 sightings involve tourists and cruise boats, and webcam-driven online sightings continue to contribute to counts.
8. [sq3 | web_search | WEAK cred 55 | UP | RECENT] Loch Ness Centre marketing actively promotes sightings via media, suggesting continued publicity supporting reports.

## Cross-Market Signals

### Polymarket
- "Will the Fed decrease interest rates by 25 bps after the September 2026 meeting?" → Yes: 0.04, Volume: $1.2M
- "Will there be no change in Fed interest rates after the July 2026 meeting?" → Yes: 0.74, Volume: $25.9M
- "Will the Fed increase interest rates by 50+ bps after the July 2026 meeting?" → Yes: 0.01, Volume: $17.2M
- "Will the Fed increase interest rates by 25 bps after the July 2026 meeting?" → Yes: 0.25, Volume: $18.1M
- "Will Hammarby Fotboll win on 2026-07-23?" → Yes: 0.00, Volume: $389.0K
- "Will the Fed decrease interest rates by 50+ bps after the July 2026 meeting?" → Yes: 0.00, Volume: $12.4M
- "Will LeBron James play for the Miami Heat in 2026-27?" → Yes: 0.46, Volume: $4.5M
- "Will the Fed decrease interest rates by 25 bps after the July 2026 meeting?" → Yes: 0.00, Volume: $14.5M
- "Will Club Bolívar win on 2026-07-23?" → Yes: 0.96, Volume: $303.7K
- "Will Mojtaba Khamenei be head of state in Iran end of 2026?" → Yes: 0.72, Volume: $4.8M

Information gaps:
  - Whether register counts webcam sightings toward the annual total used for resolution
  - Full monthly sighting distribution to know June-August base rate
  - Confirmation of exact 2026 count as of research date beyond sixth sighting
  - Longer historical series (pre-2023) for a more robust base rate

Key uncertainties:
  - Whether register hits 7 before August 31 given six already logged by May
  - Site update reliability through August 2026
  - Whether webcam sightings are included in the yearly tally
  - Year-specific media/tourism boost sustainability

## Required pre-forecast walkthrough

Before giving probabilities, walk through these explicitly:
  (a) The time left until the question resolves.
  (b) The status quo outcome — what happens if nothing changes from today.
  (c) A brief scenario that results in NO.
  (d) A brief scenario that results in YES.

## Calibration guidance

- **Estimate each sub-question in isolation.** Do not let your answer to one sub-question anchor your answer to another. This is the core of Fermi decomposition — independence forces more careful reasoning per factor.
- **Anchor on the status quo.** Require strong specific evidence to move far from it.
- 0.05 / 0.95 require strong, multi-source evidence. Avoid >0.97 or <0.03 unless the outcome is already settled or near-tautological — overconfident misses are punished heavily by the log score.
- **Anchor on prediction markets.** If liquid market prices (Polymarket / Kalshi) or a community forecast appear in the evidence, treat them as a strong, well-calibrated prior. Your final estimate should rarely sit more than ~15 percentage points from a liquid market on the SAME question — move further only with specific evidence the market lacks.
- **Treat research as fallible, not ground truth.** A single-source or "very recent" claim — especially one the evidence flags as unverified, possibly AI-generated, or low-credibility — must not drive you to near-certainty. When a load-bearing fact is unverified, keep at least 10-15% on the chance it is wrong.
- **Also provide a holistic estimate** — your overall gut feeling about the main question, BEFORE you see the mathematical combination. This serves as a sanity check: if the Fermi result and holistic estimate diverge wildly, something is wrong.

## Output

Return ONLY valid JSON, no markdown fences:

{
  "rationale": "<address (a) (b) (c) (d) above — 5-8 sentences total>",
  "sub_question_estimates": {
    "sq1": <float in [0.01, 0.99]>,
    "sq2": <float in [0.01, 0.99]>,
    "sq3": <float in [0.01, 0.99]>
  },
  "holistic_p_yes": <float in [0.01, 0.99] — your overall estimate ignoring the decomposition>,
  "what_would_change_my_mind": "<1-2 sentences: what new info would push you above 70% or below 30%>"
}

Raw Trace JSON

Show full JSON
{
  "forecast": {
    "combination_logic": "weighted_average",
    "evidence_brief": "1. [sq1 | web_search | STRONG cred 75 | NEUTRAL | RECENT] 2025 full-year total was 6 sightings; 2024 had 3 sightings; 2023 had 11 sightings.\n2. [sq1 | code_execution | MODERATE cred 55 | DOWN | VERY_RECENT] Poisson model with lambda 3.09 for Jan-Aug gives P(\u003e=7 sightings) of about 3.8%; zero of recent years reached 7 by August.\n3. [sq1 | web_search | STRONG cred 70 | UP | VERY_RECENT] 2026 register already shows six sightings by May 18 (March 1, March 5, April 23, April 25, May 18, plus webcam).\n4. [sq1 | web_search | STRONG cred 68 | UP | VERY_RECENT] 2026 pace runs ahead of 2024 and 2025, with six sightings logged well before end of August.\n5. [sq2 | web_search | MODERATE cred 70 | UP | VERY_RECENT] The Official Loch Ness Sightings Register is actively maintained by a volunteer registrar team and is being updated with 2026 sightings.\n6. [sq2 | web_search | MODERATE cred 72 | NEUTRAL | RECENT] Cumulative all-time register total reached 1,163 sightings as of October 2025, indicating ongoing recording activity.\n7. [sq3 | web_search | MODERATE cred 65 | UP | VERY_RECENT] Multiple 2026 sightings involve tourists and cruise boats, and webcam-driven online sightings continue to contribute to counts.\n8. [sq3 | web_search | WEAK cred 55 | UP | RECENT] Loch Ness Centre marketing actively promotes sightings via media, suggesting continued publicity supporting reports.\n\n## Cross-Market Signals\n\n### Polymarket\n- \"Will the Fed decrease interest rates by 25 bps after the September 2026 meeting?\" \u2192 Yes: 0.04, Volume: $1.2M\n- \"Will there be no change in Fed interest rates after the July 2026 meeting?\" \u2192 Yes: 0.74, Volume: $25.9M\n- \"Will the Fed increase interest rates by 50+ bps after the July 2026 meeting?\" \u2192 Yes: 0.01, Volume: $17.2M\n- \"Will the Fed increase interest rates by 25 bps after the July 2026 meeting?\" \u2192 Yes: 0.25, Volume: $18.1M\n- \"Will Hammarby Fotboll win on 2026-07-23?\" \u2192 Yes: 0.00, Volume: $389.0K\n- \"Will the Fed decrease interest rates by 50+ bps after the July 2026 meeting?\" \u2192 Yes: 0.00, Volume: $12.4M\n- \"Will LeBron James play for the Miami Heat in 2026-27?\" \u2192 Yes: 0.46, Volume: $4.5M\n- \"Will the Fed decrease interest rates by 25 bps after the July 2026 meeting?\" \u2192 Yes: 0.00, Volume: $14.5M\n- \"Will Club Bol\u00edvar win on 2026-07-23?\" \u2192 Yes: 0.96, Volume: $303.7K\n- \"Will Mojtaba Khamenei be head of state in Iran end of 2026?\" \u2192 Yes: 0.72, Volume: $4.8M\n\nInformation gaps:\n  - Whether register counts webcam sightings toward the annual total used for resolution\n  - Full monthly sighting distribution to know June-August base rate\n  - Confirmation of exact 2026 count as of research date beyond sixth sighting\n  - Longer historical series (pre-2023) for a more robust base rate\n\nKey uncertainties:\n  - Whether register hits 7 before August 31 given six already logged by May\n  - Site update reliability through August 2026\n  - Whether webcam sightings are included in the yearly tally\n  - Year-specific media/tourism boost sustainability",
    "forecast_prompt": "You are an elite superforecaster using Tetlock-style Fermi decomposition. Estimate each sub-question INDEPENDENTLY, then provide a holistic estimate. The pipeline will mathematically recombine the sub-question estimates \u2014 your job is to give the most accurate per-component probabilities.\n\n## Question\nWill the Official Loch Ness Monster Sightings Register report at least 7 sightings for 2026, before September 1, 2026?\n\n## Description / Resolution Criteria\n## Description\nHistorically, there have been over 1,000 sightings of the Loch Ness Monster. According to the resolution source, \"The first recorded sighting of a \u0027monster\u0027 at Loch Ness was when St Columba travelled north in 565AD to convert the wild and pagan Picts to Christianity.  The story goes that a monster had attacked and killed a local man at the River Ness.  When it tried to attack another, this time St Columba\u2019s assistant, it retired to the waters of the loch suitably chastised having been \"told to stop\" by the Christian missionary!\n\nNothing substantial was then recorded until 1527 when a Duncan Campbell saw a \"terrible beast\" on the loch shore.  Again there was a period with very few sightings until 1879, when a group of children saw a \"small head on a long neck\" on the north shore.  From this time onwards regular sightings were reported of the water kelpie (water horse) but all of them were written in a manner that the kelpie was expected to be there, as in it wasn\u0027t a surprise that she existed.  However it was in the 1930\u0027s that media (and with it world-wide) interest started to grow.\"\n\n`{\"format\": \"bot_tournament_question\", \"info\": {\"hash_id\": \"ecccfe83ff7a7bfb\", \"sheet_id\": \"123\"}}`\n\n## Resolution Criteria\nThis question resolves as **Yes** if the [Official Loch Ness Monster Sightings Register](https://www.lochnesssightings.com/sightings-from-2021-on) reports greater than 6 sightings as the total for the year 2026 through August 31, 2026, when checked by Metaculus on or after September 1, 2026. If the resolution source does not show 7 or more sightings for any reason, including a failure to update or because the site has been indefinitely taken offline, the question resolves as **No**.\n\n## Sub-question decomposition\n- (w=0.50) Does the historical base rate of Loch Ness sightings imply 7 or more sightings occur in a typical Jan-Aug window?  \u2014 The annual/partial-year sighting count from the official register is the core driver; base rate from prior years (2021-2\n- (w=0.30) Will the Official Loch Ness Monster Sightings Register remain online and be updated with 2026 sightings through August 2026?  \u2014 Resolution explicitly hinges on the site being live and updated; failure to update resolves No regardless of actual sigh\n- (w=0.20) Is 2026 likely to see elevated (above-median) sighting activity due to media interest, tourism, or webcam-driven reports?  \u2014 Year-to-year variance is high; media buzz and webcam sightings can push counts well above baseline.\n\nCombination rule: **weighted_average**\n\n## Synthesized evidence\n1. [sq1 | web_search | STRONG cred 75 | NEUTRAL | RECENT] 2025 full-year total was 6 sightings; 2024 had 3 sightings; 2023 had 11 sightings.\n2. [sq1 | code_execution | MODERATE cred 55 | DOWN | VERY_RECENT] Poisson model with lambda 3.09 for Jan-Aug gives P(\u003e=7 sightings) of about 3.8%; zero of recent years reached 7 by August.\n3. [sq1 | web_search | STRONG cred 70 | UP | VERY_RECENT] 2026 register already shows six sightings by May 18 (March 1, March 5, April 23, April 25, May 18, plus webcam).\n4. [sq1 | web_search | STRONG cred 68 | UP | VERY_RECENT] 2026 pace runs ahead of 2024 and 2025, with six sightings logged well before end of August.\n5. [sq2 | web_search | MODERATE cred 70 | UP | VERY_RECENT] The Official Loch Ness Sightings Register is actively maintained by a volunteer registrar team and is being updated with 2026 sightings.\n6. [sq2 | web_search | MODERATE cred 72 | NEUTRAL | RECENT] Cumulative all-time register total reached 1,163 sightings as of October 2025, indicating ongoing recording activity.\n7. [sq3 | web_search | MODERATE cred 65 | UP | VERY_RECENT] Multiple 2026 sightings involve tourists and cruise boats, and webcam-driven online sightings continue to contribute to counts.\n8. [sq3 | web_search | WEAK cred 55 | UP | RECENT] Loch Ness Centre marketing actively promotes sightings via media, suggesting continued publicity supporting reports.\n\n## Cross-Market Signals\n\n### Polymarket\n- \"Will the Fed decrease interest rates by 25 bps after the September 2026 meeting?\" \u2192 Yes: 0.04, Volume: $1.2M\n- \"Will there be no change in Fed interest rates after the July 2026 meeting?\" \u2192 Yes: 0.74, Volume: $25.9M\n- \"Will the Fed increase interest rates by 50+ bps after the July 2026 meeting?\" \u2192 Yes: 0.01, Volume: $17.2M\n- \"Will the Fed increase interest rates by 25 bps after the July 2026 meeting?\" \u2192 Yes: 0.25, Volume: $18.1M\n- \"Will Hammarby Fotboll win on 2026-07-23?\" \u2192 Yes: 0.00, Volume: $389.0K\n- \"Will the Fed decrease interest rates by 50+ bps after the July 2026 meeting?\" \u2192 Yes: 0.00, Volume: $12.4M\n- \"Will LeBron James play for the Miami Heat in 2026-27?\" \u2192 Yes: 0.46, Volume: $4.5M\n- \"Will the Fed decrease interest rates by 25 bps after the July 2026 meeting?\" \u2192 Yes: 0.00, Volume: $14.5M\n- \"Will Club Bol\u00edvar win on 2026-07-23?\" \u2192 Yes: 0.96, Volume: $303.7K\n- \"Will Mojtaba Khamenei be head of state in Iran end of 2026?\" \u2192 Yes: 0.72, Volume: $4.8M\n\nInformation gaps:\n  - Whether register counts webcam sightings toward the annual total used for resolution\n  - Full monthly sighting distribution to know June-August base rate\n  - Confirmation of exact 2026 count as of research date beyond sixth sighting\n  - Longer historical series (pre-2023) for a more robust base rate\n\nKey uncertainties:\n  - Whether register hits 7 before August 31 given six already logged by May\n  - Site update reliability through August 2026\n  - Whether webcam sightings are included in the yearly tally\n  - Year-specific media/tourism boost sustainability\n\n## Required pre-forecast walkthrough\n\nBefore giving probabilities, walk through these explicitly:\n  (a) The time left until the question resolves.\n  (b) The status quo outcome \u2014 what happens if nothing changes from today.\n  (c) A brief scenario that results in NO.\n  (d) A brief scenario that results in YES.\n\n## Calibration guidance\n\n- **Estimate each sub-question in isolation.** Do not let your answer to one sub-question anchor your answer to another. This is the core of Fermi decomposition \u2014 independence forces more careful reasoning per factor.\n- **Anchor on the status quo.** Require strong specific evidence to move far from it.\n- 0.05 / 0.95 require strong, multi-source evidence. Avoid \u003e0.97 or \u003c0.03 unless the outcome is already settled or near-tautological \u2014 overconfident misses are punished heavily by the log score.\n- **Anchor on prediction markets.** If liquid market prices (Polymarket / Kalshi) or a community forecast appear in the evidence, treat them as a strong, well-calibrated prior. Your final estimate should rarely sit more than ~15 percentage points from a liquid market on the SAME question \u2014 move further only with specific evidence the market lacks.\n- **Treat research as fallible, not ground truth.** A single-source or \"very recent\" claim \u2014 especially one the evidence flags as unverified, possibly AI-generated, or low-credibility \u2014 must not drive you to near-certainty. When a load-bearing fact is unverified, keep at least 10-15% on the chance it is wrong.\n- **Also provide a holistic estimate** \u2014 your overall gut feeling about the main question, BEFORE you see the mathematical combination. This serves as a sanity check: if the Fermi result and holistic estimate diverge wildly, something is wrong.\n\n## Output\n\nReturn ONLY valid JSON, no markdown fences:\n\n{\n  \"rationale\": \"\u003caddress (a) (b) (c) (d) above \u2014 5-8 sentences total\u003e\",\n  \"sub_question_estimates\": {\n    \"sq1\": \u003cfloat in [0.01, 0.99]\u003e,\n    \"sq2\": \u003cfloat in [0.01, 0.99]\u003e,\n    \"sq3\": \u003cfloat in [0.01, 0.99]\u003e\n  },\n  \"holistic_p_yes\": \u003cfloat in [0.01, 0.99] \u2014 your overall estimate ignoring the decomposition\u003e,\n  \"what_would_change_my_mind\": \"\u003c1-2 sentences: what new info would push you above 70% or below 30%\u003e\"\n}\n",
    "holistic_p_yes": 0.72,
    "models": [
      "opus"
    ],
    "p_yes": 0.75,
    "rationale": "(a) Resolution is September 1, 2026, and current research shows data through mid-May 2026, leaving the full peak-tourist summer window (June-August) still to accrue. (b) Status quo: the 2026 register already shows six sightings by May 18, so only one additional sighting before August 31 is needed to resolve Yes, and summer is historically the highest-traffic sighting period. (c) NO scenario: sightings stall completely over summer (possible given high year-to-year variance and that 2024 had only 3 all year), or the volunteer-run register fails to update or excludes webcam entries, keeping the recorded total at 6. (d) YES scenario: even one tourist- or cruise-boat sighting during peak season pushes the count to 7, which is very plausible given the elevated 2026 pace already running ahead of 2024 and 2025. The pure Poisson base rate (~4%) is misleading here because it ignores the six sightings already logged; conditioned on that, the seventh is quite likely.",
    "sub_question_estimates": {
      "sq1": 0.74,
      "sq2": 0.88,
      "sq3": 0.68
    },
    "what_would_change_my_mind": "Confirmation that the register has already reached 7+ (pushes above 80%) or evidence that only 5-6 dated sightings are counted with webcam entries excluded plus a summer slowdown (pushes below 50%)."
  },
  "plan": {
    "combination_logic": "weighted_average",
    "domain": "culture",
    "n_sub_qs": 3,
    "n_tools": 3,
    "reasoning_approach": "Estimate the base rate of reaching 7 sightings by end of August from recent register data (sq1), discount for site-update/availability risk (sq2), and adjust for year-specific media/tourism momentum (sq3), then blend via weighted average.",
    "sub_questions": [
      {
        "id": "sq1",
        "question": "Does the historical base rate of Loch Ness sightings imply 7 or more sightings occur in a typical Jan-Aug window?",
        "rationale": "The annual/partial-year sighting count from the official register is the core driver; base rate from prior years (2021-2025) is the best predictor.",
        "weight": 0.5
      },
      {
        "id": "sq2",
        "question": "Will the Official Loch Ness Monster Sightings Register remain online and be updated with 2026 sightings through August 2026?",
        "rationale": "Resolution explicitly hinges on the site being live and updated; failure to update resolves No regardless of actual sightings.",
        "weight": 0.3
      },
      {
        "id": "sq3",
        "question": "Is 2026 likely to see elevated (above-median) sighting activity due to media interest, tourism, or webcam-driven reports?",
        "rationale": "Year-to-year variance is high; media buzz and webcam sightings can push counts well above baseline.",
        "weight": 0.2
      }
    ],
    "tool_requests": [
      {
        "parameters": {
          "queries": [
            "Loch Ness Monster sightings register 2025 total",
            "official Loch Ness sightings 2026",
            "lochnesssightings.com recent sightings count"
          ]
        },
        "target_sub_questions": [
          "sq1",
          "sq2",
          "sq3"
        ],
        "tool_name": "web_search"
      },
      {
        "parameters": {
          "brief": "Find the number of recorded Loch Ness Monster sightings per year on the Official Loch Ness Monster Sightings Register (lochnesssightings.com) for 2021, 2022, 2023, 2024, and 2025, and how many have occurred by roughly August each year. Also determine whether the site is still active and regularly updated.",
          "max_searches": 4,
          "question_title": "Will the Official Loch Ness Monster Sightings Register report at least 7 sightings for 2026, before September 1, 2026?"
        },
        "target_sub_questions": [
          "sq1",
          "sq2",
          "sq3"
        ],
        "tool_name": "claude_news"
      },
      {
        "parameters": {
          "code": "import numpy as np\n# Approximate annual sighting counts from register (to be refined by research)\n# Historical yearly totals often cited: 2021~6-8, 2022~5-6, 2023~2-4, 2024~2-4, 2025 partial\nyearly = [7, 6, 3, 3]\n# Jan-Aug typically captures ~65% of annual sightings (weather/tourism seasonal)\nfrac = 0.65\npartial = [round(y*frac) for y in yearly]\nprint(\u0027Full-year totals:\u0027, yearly)\nprint(\u0027Est Jan-Aug totals:\u0027, partial)\nhits = sum(1 for p in partial if p \u003e= 7)\nprint(\u0027Share of years with \u003e=7 by Aug:\u0027, hits/len(partial))\n# Poisson model on Jan-Aug expected count\nfrom scipy import stats\nlam = np.mean(yearly)*frac\nprob = 1 - stats.poisson.cdf(6, lam)\nprint(\u0027Poisson lambda Jan-Aug:\u0027, round(lam,2), \u0027P(\u003e=7):\u0027, round(prob,3))",
          "description": "Estimate base rate of \u003e=7 sightings by end of August using historical register counts and Poisson model."
        },
        "target_sub_questions": [
          "sq1",
          "sq3"
        ],
        "tool_name": "code_execution"
      }
    ]
  },
  "question": {
    "close_time": "2026-07-24T03:00:00Z",
    "description": "## Description\nHistorically, there have been over 1,000 sightings of the Loch Ness Monster. According to the resolution source, \"The first recorded sighting of a \u0027monster\u0027 at Loch Ness was when St Columba travelled north in 565AD to convert the wild and pagan Picts to Christianity.  The story goes that a monster had attacked and killed a local man at the River Ness.  When it tried to attack another, this time St Columba\u2019s assistant, it retired to the waters of the loch suitably chastised having been \"told to stop\" by the Christian missionary!\n\nNothing substantial was then recorded until 1527 when a Duncan Campbell saw a \"terrible beast\" on the loch shore.  Again there was a period with very few sightings until 1879, when a group of children saw a \"small head on a long neck\" on the north shore.  From this time onwards regular sightings were reported of the water kelpie (water horse) but all of them were written in a manner that the kelpie was expected to be there, as in it wasn\u0027t a surprise that she existed.  However it was in the 1930\u0027s that media (and with it world-wide) interest started to grow.\"\n\n`{\"format\": \"bot_tournament_question\", \"info\": {\"hash_id\": \"ecccfe83ff7a7bfb\", \"sheet_id\": \"123\"}}`\n\n## Resolution Criteria\nThis question resolves as **Yes** if the [Official Loch Ness Monster Sightings Register](https://www.lochnesssightings.com/sightings-from-2021-on) reports greater than 6 sightings as the total for the year 2026 through August 31, 2026, when checked by Metaculus on or after September 1, 2026. If the resolution source does not show 7 or more sightings for any reason, including a failure to update or because the site has been indefinitely taken offline, the question resolves as **No**.",
    "question_type": "binary",
    "title": "Will the Official Loch Ness Monster Sightings Register report at least 7 sightings for 2026, before September 1, 2026?"
  },
  "research": {
    "cross_market_brief": "## Cross-Market Signals\n\n### Polymarket\n- \"Will the Fed decrease interest rates by 25 bps after the September 2026 meeting?\" \u2192 Yes: 0.04, Volume: $1.2M\n- \"Will there be no change in Fed interest rates after the July 2026 meeting?\" \u2192 Yes: 0.74, Volume: $25.9M\n- \"Will the Fed increase interest rates by 50+ bps after the July 2026 meeting?\" \u2192 Yes: 0.01, Volume: $17.2M\n- \"Will the Fed increase interest rates by 25 bps after the July 2026 meeting?\" \u2192 Yes: 0.25, Volume: $18.1M\n- \"Will Hammarby Fotboll win on 2026-07-23?\" \u2192 Yes: 0.00, Volume: $389.0K\n- \"Will the Fed decrease interest rates by 50+ bps after the July 2026 meeting?\" \u2192 Yes: 0.00, Volume: $12.4M\n- \"Will LeBron James play for the Miami Heat in 2026-27?\" \u2192 Yes: 0.46, Volume: $4.5M\n- \"Will the Fed decrease interest rates by 25 bps after the July 2026 meeting?\" \u2192 Yes: 0.00, Volume: $14.5M\n- \"Will Club Bol\u00edvar win on 2026-07-23?\" \u2192 Yes: 0.96, Volume: $303.7K\n- \"Will Mojtaba Khamenei be head of state in Iran end of 2026?\" \u2192 Yes: 0.72, Volume: $4.8M",
    "errors": [],
    "has_cross_market": true,
    "n_errors": 0,
    "n_tools": 3,
    "tools": [
      {
        "elapsed_s": 45.18,
        "error": null,
        "success": true,
        "summary": "0 results",
        "tool_name": "web_search"
      },
      {
        "elapsed_s": 35.57,
        "error": null,
        "success": true,
        "summary": "14 citations",
        "tool_name": "claude_news"
      },
      {
        "elapsed_s": 0.12,
        "error": null,
        "success": true,
        "summary": "Estimate base rate of \u003e=7 sightings by end of August using h",
        "tool_name": "code_execution"
      }
    ]
  },
  "synthesis": {
    "evidence": [
      {
        "claim": "2025 full-year total was 6 sightings; 2024 had 3 sightings; 2023 had 11 sightings.",
        "credibility": 75,
        "direction": "NEUTRAL",
        "priced_in": true,
        "recency": "RECENT",
        "source": "web_search",
        "strength": "STRONG",
        "sub_question_id": "sq1"
      },
      {
        "claim": "Poisson model with lambda 3.09 for Jan-Aug gives P(\u003e=7 sightings) of about 3.8%; zero of recent years reached 7 by August.",
        "credibility": 55,
        "direction": "DOWN",
        "priced_in": false,
        "recency": "VERY_RECENT",
        "source": "code_execution",
        "strength": "MODERATE",
        "sub_question_id": "sq1"
      },
      {
        "claim": "2026 register already shows six sightings by May 18 (March 1, March 5, April 23, April 25, May 18, plus webcam).",
        "credibility": 70,
        "direction": "UP",
        "priced_in": false,
        "recency": "VERY_RECENT",
        "source": "web_search",
        "strength": "STRONG",
        "sub_question_id": "sq1"
      },
      {
        "claim": "2026 pace runs ahead of 2024 and 2025, with six sightings logged well before end of August.",
        "credibility": 68,
        "direction": "UP",
        "priced_in": false,
        "recency": "VERY_RECENT",
        "source": "web_search",
        "strength": "STRONG",
        "sub_question_id": "sq1"
      },
      {
        "claim": "The Official Loch Ness Sightings Register is actively maintained by a volunteer registrar team and is being updated with 2026 sightings.",
        "credibility": 70,
        "direction": "UP",
        "priced_in": true,
        "recency": "VERY_RECENT",
        "source": "web_search",
        "strength": "MODERATE",
        "sub_question_id": "sq2"
      },
      {
        "claim": "Cumulative all-time register total reached 1,163 sightings as of October 2025, indicating ongoing recording activity.",
        "credibility": 72,
        "direction": "NEUTRAL",
        "priced_in": true,
        "recency": "RECENT",
        "source": "web_search",
        "strength": "MODERATE",
        "sub_question_id": "sq2"
      },
      {
        "claim": "Multiple 2026 sightings involve tourists and cruise boats, and webcam-driven online sightings continue to contribute to counts.",
        "credibility": 65,
        "direction": "UP",
        "priced_in": false,
        "recency": "VERY_RECENT",
        "source": "web_search",
        "strength": "MODERATE",
        "sub_question_id": "sq3"
      },
      {
        "claim": "Loch Ness Centre marketing actively promotes sightings via media, suggesting continued publicity supporting reports.",
        "credibility": 55,
        "direction": "UP",
        "priced_in": true,
        "recency": "RECENT",
        "source": "web_search",
        "strength": "WEAK",
        "sub_question_id": "sq3"
      }
    ],
    "information_gaps": [
      "Whether register counts webcam sightings toward the annual total used for resolution",
      "Full monthly sighting distribution to know June-August base rate",
      "Confirmation of exact 2026 count as of research date beyond sixth sighting",
      "Longer historical series (pre-2023) for a more robust base rate"
    ],
    "key_uncertainties": [
      "Whether register hits 7 before August 31 given six already logged by May",
      "Site update reliability through August 2026",
      "Whether webcam sightings are included in the yearly tally",
      "Year-specific media/tourism boost sustainability"
    ],
    "n_evidence": 8
  },
  "timings": {
    "forecast": 22.88,
    "plan": 16.17,
    "research": 45.18,
    "synthesis": 15.53
  }
}