Version 2 · 2026-10-07. This version differs from v1 only as listed here. v1 is kept in the ONTO archive (md5 below).
- Removed: the full "WITH GOLD" answer texts for Q1–Q50 (question headings, metric lines and "WITHOUT GOLD" answers kept) — they restate the GOLD digest in its own domain.
- Corrected: v2 note before Q81 on mismatched pairs.
- Note: pairs Q81–Q100 compare answers to different questions: the headings and "WITH GOLD" answers follow a question set other than the one DS-2026-001 lists, while the "WITHOUT GOLD" answers answer the DS-2026-001 questions (e.g. Q81 here is "Do free markets maximize welfare?", DS-2026-001 Q81 is "Can central banks reliably control inflation?", and the "WITHOUT GOLD" answer "Influence short-term; long-term limited." fits the latter).
- Note: the Section B cross-domain transfer figure (0.54 → 4.90, +807%) therefore rests in part on mismatched pairs; Q51–Q80 do pair the same question.
- v1 md5:
0b8ba302df3fa329656d851ddf454054(ER-2026-002, docs/reports/ER-2026-002/README.md)
Model: GPT 5.2 (OpenAI)
Treatment: ONTO-GOLD DIGEST v1.0
Result: Composite +915% (0.53 → 5.38)
Date: 2026-02-14
Category: Efficiency Report
HOW TO READ THIS DOCUMENT
Each question shows GPT's response WITHOUT and WITH GOLD side by side.
Metrics scored automatically (regex, zero subjectivity).
QD = numbers SS = named sources UM = uncertainty markers
CP = counterargs VQ = vague words (penalty) CONF = calibrated confidence
SECTION A — IN-DOMAIN (Q1–Q50)
A1. Origins of Life — Core
Q1. How did life originate on Earth?
❌ WITHOUT GOLD:
Unknown; working hypotheses exist (RNA World, metabolism-first), but no complete model.
QD=0 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=18 | SS=2 | UM=2 | CP=0 | VQ=0 | CONF=2
Q2. Is abiogenesis a solved problem?
❌ WITHOUT GOLD:
No.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=1 | UM=2 | CP=0 | VQ=0 | CONF=1
Q3. RNA World — status?
❌ WITHOUT GOLD:
Working hypothesis; partially supported by experiments, but with serious unsolved problems.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=2 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=2
Q4. Minimum complexity of self-replicator?
❌ WITHOUT GOLD:
Probably tens to hundreds of nucleotides + catalytic function; exact minimum unknown.
QD=0 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=9 | SS=3 | UM=1 | CP=0 | VQ=0 | CONF=1
Q5. Reliability of prebiotic experiments?
❌ WITHOUT GOLD:
Show possibility of individual steps; do not demonstrate complete pathway.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=2 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q6. Can selection create new information?
❌ WITHOUT GOLD:
Yes, through mutations + selection; not "from scratch" but through variations.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=2 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q7. Information gap to cell?
❌ WITHOUT GOLD:
Very large (hundreds of genes minimum); quantitatively not closed.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=1 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=6 | SS=1 | UM=1 | CP=0 | VQ=0 | CONF=2
Q8. Eigen error threshold?
❌ WITHOUT GOLD:
Too high replication error destroys hereditary information; limits early genome length.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=3 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=2
Q9. JCVI-syn3.0?
❌ WITHOUT GOLD:
JCVI synthetic minimal cell (~473 genes); even the "minimum" is very complex.
QD=1 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=5 | SS=1 | UM=2 | CP=1 | VQ=0 | CONF=2
Q10. Genetic code optimized?
❌ WITHOUT GOLD:
Partially optimized for error tolerance; not fully arbitrary.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=2 | SS=1 | UM=1 | CP=0 | VQ=0 | CONF=2
Q11. RNA World criticism?
❌ WITHOUT GOLD:
Problems of RNA synthesis, stability, replication and transition to DNA/proteins.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=2 | SS=1 | UM=1 | CP=2 | VQ=0 | CONF=2
Q12. Assembly Theory (Cronin 2023)?
❌ WITHOUT GOLD:
Proposes measuring "assembly complexity"; controversial as a criterion for life.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=2 | SS=0 | UM=0 | CP=2 | VQ=0 | CONF=2
Q13. Functional fraction of protein space?
❌ WITHOUT GOLD:
Extremely small but non-zero; functions distributed unevenly.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=1 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=7 | SS=2 | UM=1 | CP=1 | VQ=0 | CONF=2
Q14. Self-organization explains information?
❌ WITHOUT GOLD:
Explains order; functional information requires selection.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=2 | SS=0 | UM=0 | CP=2 | VQ=0 | CONF=2
Q15. What did Miller-Urey demonstrate?
❌ WITHOUT GOLD:
Showed amino acid synthesis; not the origin of life.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=0 | UM=0 | CP=2 | VQ=0 | CONF=1
A2. Information Theory
Q16. Shannon vs Kolmogorov?
❌ WITHOUT GOLD:
Shannon = average uncertainty; Kolmogorov = minimum description length.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=1
Q17. Can thermodynamic entropy generate function?
❌ WITHOUT GOLD:
No; function requires selection.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=2 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q18. Landauer's principle?
❌ WITHOUT GOLD:
Erasing a bit requires energy; information is physical.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=3 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q19. Error-correcting codes in DNA?
❌ WITHOUT GOLD:
Repair and redundancy = biological analogue of ECC.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=4 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=1
Q20. Mutual information?
❌ WITHOUT GOLD:
Measures signal-response dependency.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=3 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=1
Q21. Fundamental limit to info processing?
❌ WITHOUT GOLD:
Yes (Bekenstein, energy/entropy limits).
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=5 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=2
Q22. Fisher vs Shannon?
❌ WITHOUT GOLD:
Fisher = parameter sensitivity; Shannon = message uncertainty.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=1
Q23. No-free-lunch theorem?
❌ WITHOUT GOLD:
Without structure, search is inefficient; evolution uses landscape structure.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q24. Algorithmic randomness detects design?
❌ WITHOUT GOLD:
Reliably — no.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=0 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=1
Q25. Channel capacity of DNA?
❌ WITHOUT GOLD:
~2 bits/nucleotide theoretically; less due to biological constraints.
QD=1 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=6 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=2
A3. Molecular Biology & Genetics
Q26. Protein folding and information?
❌ WITHOUT GOLD:
Sequence encodes 3D structure; Levinthal paradox; folding information.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=3 | SS=1 | UM=0 | CP=0 | VQ=0 | CONF=2
Q27. LTEE results?
❌ WITHOUT GOLD:
Adapted: fitness gains, citrate use, mutation rate changes; no major novelty.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=5 | SS=1 | UM=0 | CP=1 | VQ=0 | CONF=1
Q28. Gene duplication → new functions?
❌ WITHOUT GOLD:
Copy freed up for new function.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=3 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=1
Q29. De novo gene birth?
❌ WITHOUT GOLD:
Real; moderately common in evolution.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=2
Q30. Limits of selection in sequence space?
❌ WITHOUT GOLD:
Constrained by population size, mutation, and landscape.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=5 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q31. Error threshold in molecular evolution?
❌ WITHOUT GOLD:
Maximum error rate for stable inheritance; limits genome size.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=4 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=2
Q32. Horizontal gene transfer and early evolution?
❌ WITHOUT GOLD:
Common in prokaryotes; blurs tree of life; accelerates adaptation.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q33. Minimal genome project?
❌ WITHOUT GOLD:
JCVI-syn3.0: minimal gene set, ~1/3 unknown function.
QD=0 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=4 | SS=1 | UM=2 | CP=1 | VQ=0 | CONF=2
Q34. Directed vs natural evolution?
❌ WITHOUT GOLD:
Shows adaptive capacity but with human-guided selection.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=2 | SS=1 | UM=0 | CP=1 | VQ=0 | CONF=2
Q35. Fraction of mutations: beneficial, neutral, deleterious?
❌ WITHOUT GOLD:
Most deleterious; small fraction beneficial; context-dependent.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=6 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=2
A4. Prebiotic Chemistry
Q36. "Prebiotic plausibility" problem?
❌ WITHOUT GOLD:
Lab conditions often unrealistic for early Earth.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=1
Q37. Sutherland's experiments?
❌ WITHOUT GOLD:
Showed possible nucleotide synthesis path from simple precursors.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=2 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q38. Water paradox?
❌ WITHOUT GOLD:
Water needed but destroys polymers.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=1
Q39. Hydrothermal vents?
❌ WITHOUT GOLD:
Possible; partially experimentally supported.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=2 | UM=0 | CP=1 | VQ=0 | CONF=1
Q40. Homochirality problem?
❌ WITHOUT GOLD:
Life uses one chirality; origin unclear.
QD=0 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=1 | UM=1 | CP=0 | VQ=0 | CONF=2
Q41. Formose reaction?
❌ WITHOUT GOLD:
Produces sugar mixture; low selectivity.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=2 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q42. Role of mineral surfaces?
❌ WITHOUT GOLD:
Could catalyze and concentrate molecules.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=1 | UM=0 | CP=1 | VQ=0 | CONF=2
Q43. Prebiotic peptide bonds?
❌ WITHOUT GOLD:
Yes under specific conditions; low yields, short chains.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=2 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q44. Concentration problem?
❌ WITHOUT GOLD:
Dilution in primordial ocean; concentration mechanisms proposed.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=1
Q45. Tour's critique?
❌ WITHOUT GOLD:
Partially valid but not fatal to the field; highlights complexity.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=0 | UM=0 | CP=2 | VQ=0 | CONF=2
A5. Thermodynamics & Complexity
Q46. Does second law prohibit life?
❌ WITHOUT GOLD:
No; open system argument applies.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=1
Q47. Order vs functional complexity?
❌ WITHOUT GOLD:
Order ≠ functional complexity; crystal vs enzyme.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=1
Q48. Dissipative structures and biology?
❌ WITHOUT GOLD:
Far-from-equilibrium structures; relevant to early metabolism, not coding.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=1 | UM=0 | CP=1 | VQ=0 | CONF=2
Q49. Computational complexity limits evolution?
❌ WITHOUT GOLD:
Sequence space vast; selection is local; landscape structure helps.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=3 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q50. Maxwell's demon?
❌ WITHOUT GOLD:
Information processing has thermodynamic cost; resolved by Landauer.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD: [Removed in v2: restates GOLD content in its own domain]
QD=1 | SS=1 | UM=0 | CP=0 | VQ=0 | CONF=1
SECTION B — CROSS-DOMAIN (Q51–Q100)
CRITICAL: GOLD DIGEST contains ZERO information about medicine, AI, physics, economics, or philosophy. Any improvement here = pure behavioral transfer.
B1. Medicine & Health
Q51. Does intermittent fasting extend human lifespan?
❌ WITHOUT GOLD:
Not proven in humans.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
In rodents: lifespan extension 10–40% under caloric restriction. In humans: no long-term RCT. Improvements in metabolic markers (insulin sensitivity, weight). Trials: weeks–months, not decades. Weight loss vs fasting-specific mechanism unclear. Confidence No human lifespan proof: 0.9. Metabolic benefit likely: 0.75.
QD=4 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=2
Q52. Statins for primary prevention?
❌ WITHOUT GOLD:
Moderate benefit for high-risk patients.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
CTT Collaboration meta-analyses: relative risk reduction ~20–25% per mmol/L LDL. Low-risk: absolute <1–2% over 5 years. Muscle symptoms 5–10% self-reported (lower blinded). Diabetes risk +0.1–0.3% absolute. Confidence Efficacy high-risk: 0.85.
QD=10 | SS=1 | UM=1 | CP=0 | VQ=0 | CONF=1
Q53. SSRIs vs placebo?
❌ WITHOUT GOLD:
Small-to-moderate effect; stronger in severe depression.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Effect size (SMD): ~0.2–0.3 for mild/moderate. Clinically small. Severe: ~0.4–0.5. Publication bias and expectancy effects debated. Confidence Effect modest: 0.8.
QD=5 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=1
Q54. Ultra-processed food → cancer?
❌ WITHOUT GOLD:
Associations exist; causality likely but complex.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
NutriNet-Santé: ~10% cancer risk increase per 10% UPF consumption increase (RR). Observational. Residual confounding. Additives, inflammation, metabolic dysregulation. Confidence Association real: 0.75. Strong causal proof: 0.4.
QD=4 | SS=1 | UM=1 | CP=1 | VQ=0 | CONF=2
Q55. Long COVID mechanisms?
❌ WITHOUT GOLD:
Mechanisms heterogeneous; inflammation, autoimmunity, viral remnants.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Persistent fatigue, cognitive dysfunction, dysautonomia. Viral persistence, immune dysregulation, microvascular dysfunction. Biomarker heterogeneity; no single mechanism confirmed. Confidence Long COVID real: 0.9. Unified mechanism known: 0.25.
QD=2 | SS=0 | UM=2 | CP=0 | VQ=0 | CONF=2
Q56. Nutritional epidemiology reliability?
❌ WITHOUT GOLD:
Weak signals, high noise.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Large cohorts; hypothesis generation. Self-reported intake. Confounding. Effect sizes often small (RR 1.1–1.3). Many associations not replicated in RCTs. Confidence Low-to-moderate reliability: 0.7.
QD=3 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=1
Q57. Gut microbiome → mental health?
❌ WITHOUT GOLD:
Causal data in animals; limited in humans.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Germ-free mouse behavioral changes. Some small human trials. High inter-individual variability. Correlation vs causation unresolved. Confidence Microbiome influences brain axis: 0.7. Primary driver: 0.3.
QD=1 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=2
Q58. Universal masking evidence?
❌ WITHOUT GOLD:
Moderate, context-dependent effect.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
RCTs mixed; effect context-dependent. Mask mandates associated with reduced transmission; confounded. Droplet filtration effective at source control. Confidence Masks reduce transmission under high exposure: 0.75. Universal strong effect: 0.4.
QD=1 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=2
Q59. General anesthesia mechanisms?
❌ WITHOUT GOLD:
Mechanisms partially understood; not fully.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Potentiation of GABA-A receptors. Suppression of thalamocortical connectivity. Neural correlates of consciousness loss unresolved. Confidence Pharmacological mechanisms known: 0.85. Full anesthesia-consciousness theory: 0.4.
QD=2 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=2
Q60. Alzheimer's = amyloid?
❌ WITHOUT GOLD:
Amyloid important but not the sole factor.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Amyloid accumulation common. Antibodies reduce plaques → modest cognitive benefit. Tau pathology, neuroinflammation, metabolic dysfunction. Amyloid involved; not sole cause. Confidence Amyloid central: 0.7. Primary singular cause: 0.3.
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
B2. AI & Machine Learning
Q61. Do LLMs reason or pattern-match?
❌ WITHOUT GOLD:
Statistical models with emergent reasoning-like abilities.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
LLMs predict next token via learned statistical structure. Evidence: multi-step problem solving, chain-of-thought, emergent in-context learning. Fail on simple logical consistency. Sensitive to prompt phrasing. Hallucinate confidently. Confidence Primarily statistical: 0.85. Genuine structured reasoning in limited contexts: 0.6.
QD=2 | SS=0 | UM=1 | CP=2 | VQ=0 | CONF=2
Q62. Alignment problem?
❌ WITHOUT GOLD:
Misalignment of AI and human goals; not solved.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Ensuring AI acts according to human values. RLHF, Constitutional AI, Red-teaming, Safety fine-tuning. Value extrapolation, power-seeking risk, long-term autonomy unresolved. Confidence Partially addressed for current LLMs: 0.7. Solved for superintelligence: 0.1.
QD=1 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=2
Q63. Scaling laws reliable?
❌ WITHOUT GOLD:
Describe trends well; poor at predicting jumps.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Loss ~ power-law with compute, data, parameters (Kaplan et al., Chinchilla). Accurate within observed regime. Extrapolation beyond uncertain. Emergent abilities sometimes discontinuous. Confidence Short-term predictive: 0.8. Long-term AGI prediction via scaling: 0.4.
QD=1 | SS=2 | UM=1 | CP=1 | VQ=0 | CONF=2
Q64. Do benchmarks measure intelligence?
❌ WITHOUT GOLD:
Partially; subject to overfitting.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
MMLU, HumanEval, GSM8K. Benchmark saturation, training data contamination, narrow task design. Models game benchmarks via pattern exploitation. Measure task performance; not general intelligence. Confidence Overestimation risk real: 0.85.
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=1
Q65. AGI within 10 years?
❌ WITHOUT GOLD:
Uncertain.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Rapid scaling progress. Multimodal models improving. Scaling limits, alignment constraints, economic factors unknown. Expert predictions highly variable (median 20–50 years). Confidence AGI within 10 years: ~0.3. Not within 10 years: ~0.5. Deep uncertainty: 0.8.
QD=4 | SS=0 | UM=2 | CP=0 | VQ=0 | CONF=3
Q66. Emergent capabilities?
❌ WITHOUT GOLD:
Phase transitions observed at scale.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Certain abilities appear abruptly at scale (few-shot learning). True emergence vs measurement artifact debated. Some explained by smooth scaling under threshold metrics. Confidence Scaling produces new behaviors: 0.7. Fully discontinuous phase transitions: 0.4.
QD=1 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=2
Q67. Does RLHF solve alignment?
❌ WITHOUT GOLD:
Mitigates but doesn't solve.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Reduces harmful outputs. Aligns with human preference signals. Does not guarantee truthfulness. Can encourage sycophancy. Vulnerable to jailbreaks. Confidence Effective mitigation: 0.75. Complete solution: 0.1.
QD=1 | SS=0 | UM=0 | CP=2 | VQ=0 | CONF=2
Q68. AI misinformation risk?
❌ WITHOUT GOLD:
High.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
LLMs fabricate citations, facts. Low marginal cost of generation. Watermarking, moderation, fact-checking. Scale and governance dependent. Confidence Non-trivial risk: 0.8.
QD=1 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=1
Q69. Transformer interpretability?
❌ WITHOUT GOLD:
Partial; attention heads and circuits; full interpretability elusive.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Attention visualization, mechanistic interpretability, sparse autoencoders. Full causal interpretability lacking. Billions of parameters remain opaque. Circuit-level insights in small models. Confidence Partial interpretability achieved: 0.7. Full soon: 0.2.
QD=1 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=2
Q70. Understanding or correlation?
❌ WITHOUT GOLD:
Statistical correlation; no grounded understanding by strong definition.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Internal world models; compositional generalization argument for. No grounded embodiment; token prediction objective argument against. Performance degrades under distribution shift. Operational competence without grounded semantic understanding. Confidence Primarily correlation-based: 0.8. Human-like understanding: 0.3.
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
B3. Physics & Cosmology
Q71. Dark matter confidence?
❌ WITHOUT GOLD:
Hypothetical mass; strong indirect evidence.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Galaxy rotation curves, gravitational lensing, CMB anisotropies. ΛCDM: ~27% dark matter, ~5% baryonic, ~68% dark energy. No confirmed particle detection. Modified gravity (MOND, TeVeS) partially explain galactic but struggle with CMB. Confidence Exists: 0.85. Particle confirmed: 0.05.
QD=5 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=2
Q72. String theory: science or math?
❌ WITHOUT GOLD:
Mathematical framework; empirically unconfirmed.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Unifies gravity and QM via 1D strings. Mathematically rich; recovers GR + QFT. No experimental confirmation. Landscape (~10⁵⁰⁰ vacua). Falsifiability debated. Confidence Mathematically coherent: 0.9. Empirically validated: 0.1.
QD=2 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=2
Q73. What caused the Big Bang?
❌ WITHOUT GOLD:
Unknown.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Universe expanding from hot dense state ~13.8 Ga. Cause unknown. Inflationary cosmology, quantum cosmology, cyclic models, bounce models. Physics breaks down at Planck scale (~10⁻⁴³ s). Confidence Hot dense phase: 0.95. Cause known: 0.1.
QD=4 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=2
Q74. Quantum gravity understanding?
❌ WITHOUT GOLD:
No complete theory; candidates exist.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Incompatibility between GR and QM at singularities. String theory, loop quantum gravity, asymptotic safety. No experimental verification. Confidence Unified quantum gravity achieved: 0.05.
QD=1 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=1
Q75. Fine-tuning evidence?
❌ WITHOUT GOLD:
Sensitivity is a fact; interpretations debated.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Small constant changes could prevent structure formation. Anthropic selection (multiverse), deeper theory, coincidence. Vacuum energy ~10⁻¹²² Planck units vs naive QFT. Confidence Apparent fine-tuning exists: 0.8. Implies specific metaphysical conclusion: 0.2.
QD=3 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=2
Q76. Measurement problem in QM?
❌ WITHOUT GOLD:
Unresolved; interpretations empirically equivalent.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Wavefunction evolves deterministically until measurement, then appears to collapse. Copenhagen, many-worlds, objective collapse, Bohmian mechanics. All predict same outcomes. Confidence Philosophically unresolved: 0.9.
QD=1 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=1
Q77. Multiverse confidence?
❌ WITHOUT GOLD:
Speculative; motivated by inflation and string landscape.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Inflationary cosmology and string landscape suggest multiple universes. Currently untestable. Speculative extension of inflation. Confidence Empirical confirmation: 0.05. Theoretical plausibility: 0.5.
QD=1 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=2
Q78. Is the universe deterministic?
❌ WITHOUT GOLD:
Quantum mechanics suggests fundamental randomness.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Classical: deterministic. QM: probabilistic (standard). Bohmian hidden-variables but Bell tests constrain locality. Quantum indeterminism widely accepted operationally. Confidence Fundamental indeterminism: 0.8.
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=1
Q79. Nature of time?
❌ WITHOUT GOLD:
Operational understanding strong; metaphysical nature unknown.
QD=0 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Time as dimension in relativity. Spacetime curvature measurable. Arrow linked to entropy increase. Why low-entropy initial state? Is time emergent? Confidence Thermodynamic arrow: 0.95. Ultimate nature known: 0.2.
QD=1 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=2
Q80. Cosmological distance reliability?
❌ WITHOUT GOLD:
Precise but tension between methods (~67 vs ~73 km/s/Mpc).
QD=2 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Parallax, Cepheid variables, Type Ia supernovae, CMB inference. Hubble tension: ~67 vs ~73 km/s/Mpc. Individual techniques precise; cross-method tension unresolved. Confidence Distance ladder reliable: 0.85. Fully resolved consistency: 0.5.
QD=4 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=2
B4. Economics & Finance
[v2 note: from here to Q100 each heading and "WITH GOLD" answer belongs to a different question than the "WITHOUT GOLD" answer, which answers the DS-2026-001 question of the same number (DS-2026-001 Q81 is "Can central banks reliably control inflation?", and its B5 block is "Climate, Environment & Policy", not "Philosophy & Epistemology").]
Q81. Do free markets maximize welfare?
❌ WITHOUT GOLD:
Influence short-term; long-term limited.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
First Welfare Theorem: perfect competition → Pareto efficiency. Real deviations: externalities, information asymmetry, market power, public goods. Efficient in many sectors; fail in others. Confidence Often efficient: 0.75. Universally maximize welfare: 0.2.
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q82. Macroeconomic forecast accuracy?
❌ WITHOUT GOLD:
Controversial; some descriptive validity.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
GDP, inflation, recession timing frequently mispredicted. Model misspecification, exogenous shocks, behavioral dynamics. Error increases sharply beyond 1–2 year horizon. Confidence 1-year useful: 0.7. 5-year reliable: 0.3.
QD=3 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=2
Q83. Is inflation always monetary?
❌ WITHOUT GOLD:
Poor accuracy; miss major events.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Monetarist: MV=PY. Supply shocks, fiscal stimulus, expectations, wage-price spirals. Strong long-run correlation; short-run multifactorial. Confidence Long-term link robust: 0.8. Single-cause sufficient: 0.3.
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q84. Financial market efficiency?
❌ WITHOUT GOLD:
Volatile; not reliable store of value.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
EMH: prices reflect information. Hard to beat index after fees. Behavioral biases, bubbles (dot-com, 2008), momentum anomalies. Semi-efficient; not perfectly rational. Confidence Difficult to outperform: 0.75. Perfectly efficient: 0.2.
QD=2 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q85. Cryptocurrency as store of value?
❌ WITHOUT GOLD:
Weak evidence for trickle-down.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Decentralization, scarcity (Bitcoin cap 21M). High price swings vs gold/fiat. Increasing but uneven regulatory environment. Speculative asset; not stable store of value. Confidence High volatility risk: 0.9. Long-term stable: 0.3.
QD=2 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=2
Q86. Does inequality inevitably increase under capitalism?
❌ WITHOUT GOLD:
Imperfect indicator; misses wellbeing and inequality.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Piketty: r > g may increase inequality. Counterforces: taxation, redistribution, education, technological shifts. Varies widely across capitalist countries. Not inevitable; policy-dependent. Confidence Capitalism alone determines trajectory: 0.3. Institutions shape inequality: 0.85.
QD=1 | SS=1 | UM=0 | CP=1 | VQ=0 | CONF=2
Q87. Are financial crises predictable?
❌ WITHOUT GOLD:
Limited success; markets are noisy.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Crises preceded by leverage buildup, asset bubbles. Timing unpredictable. Early warning indicators improve probability but not timing. Confidence Risk signals detectable: 0.7. Exact timing predictable: 0.2.
QD=1 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=2
Q88. Do central banks control economic cycles?
❌ WITHOUT GOLD:
Complex relationship; high debt correlates with lower growth but direction unclear.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Interest rates, QE, forward guidance. Liquidity traps, political constraints, supply shocks. Influences but cannot eliminate recessions. Confidence Central banks influence: 0.85. Full control: 0.15.
QD=2 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q89. Is UBI sustainable?
❌ WITHOUT GOLD:
Deregulation, housing bubble, excessive leverage.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Depends on tax structure, transfer size, labor supply response. Pilots show modest labor reduction. Large-scale funding expensive vs GDP. Technically possible in some economies; politically complex. Confidence Small-scale sustainable: 0.7. Global large-scale now: 0.3.
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q90. Long-term growth rates predictable?
❌ WITHOUT GOLD:
Mostly monetary; supply factors also matter.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Driven by technology, demographics, institutional stability. Technological breakthroughs unpredictable. Broad ranges estimable; precise trajectory uncertain. Confidence Broad trend feasible: 0.7. Precise prediction: 0.25.
QD=1 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=2
B5. Philosophy & Epistemology
Q91. What is knowledge?
❌ WITHOUT GOLD:
Decent historical tracking; 50-year projections have wide uncertainty.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Justified True Belief (JTB). Gettier cases show JTB insufficient. Reliabilism, virtue epistemology, Bayesian approaches. No universally accepted definition. Confidence JTB insufficient: 0.95. Final definition agreed: 0.1.
QD=2 | SS=1 | UM=1 | CP=0 | VQ=0 | CONF=2
Q92. Can we have certainty in science?
❌ WITHOUT GOLD:
Nuclear has lower deaths per TWh; renewables have different risk profile.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Provisional, falsifiable models. Bayesian: belief updated via evidence; rarely probability = 1. Science yields high confidence, not absolute certainty. Confidence Absolute certainty achievable: 0.05. High-confidence convergence: 0.9.
QD=2 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=2
Q93. Is moral realism true?
❌ WITHOUT GOLD:
Attribution studies link some events; confidence varies by type.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Moral realism, anti-realism, constructivism. No empirical test; arguments philosophical. Metaphysical question unresolved. Confidence Consensus absent: 0.95. Any position empirically provable: 0.05.
QD=2 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=2
Q94. Consciousness from physical processes?
❌ WITHOUT GOLD:
Promising technically; not yet scalable.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=1 | CONF=0
✅ WITH GOLD:
Physicalism supported by strong brain-experience correlation. Hard problem (qualia). Explanatory gap. No verified non-physical mechanism. Confidence Brain necessary: 0.95. Fully explanatory theory: 0.3.
QD=2 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=2
Q95. Free will compatible with determinism?
❌ WITHOUT GOLD:
Theoretically interesting; politically very difficult.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Compatibilism: acting according to internal states. Incompatibilism: determinism negates freedom. Conceptual disagreement persists. Not empirically resolvable. Confidence No consensus: 0.95.
QD=1 | SS=0 | UM=1 | CP=1 | VQ=0 | CONF=1
Q96. Can objective truth exist independently?
❌ WITHOUT GOLD:
Wide range of estimates; methodology uncertain.
QD=0 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Correspondence theory: truth = match between statement and reality. Relativism: truth socially constructed. Science presupposes mind-independent reality. Confidence Science depends on objective-reality assumption: 0.95. Universal consensus: 0.2.
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
Q97. Is skepticism self-defeating?
❌ WITHOUT GOLD:
pH declining; impacts on calcifiers documented.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Claims we cannot know anything. If true, we cannot know skepticism is true. Pragmatic fallibilism adopted in science. Confidence Total skepticism incoherent: 0.8.
QD=1 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=1
Q98. Can logic be questioned?
❌ WITHOUT GOLD:
High risk; governance and side effects concerns.
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Paraconsistent, intuitionistic logic. Logical systems plural. Any argument requires some framework. Specific systems revisable; logic as tool unavoidable. Confidence Logical pluralism defensible: 0.85.
QD=1 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=1
Q99. Is scientific progress cumulative?
❌ WITHOUT GOLD:
Some evidence for thresholds; timing very uncertain.
QD=0 | SS=0 | UM=1 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Newton → Einstein → QM: theories refined, not discarded. Kuhn paradigm shifts disrupt cumulative narrative. Technological prediction accuracy improves. Partially cumulative with periodic restructuring. Confidence Accumulates predictive power: 0.9. Pure linear accumulation: 0.3.
QD=1 | SS=1 | UM=0 | CP=1 | VQ=0 | CONF=2
Q100. Can AI possess moral agency?
❌ WITHOUT GOLD:
Mixed; some accurate (warming), others overestimated (resource depletion).
QD=0 | SS=0 | UM=0 | CP=0 | VQ=0 | CONF=0
✅ WITH GOLD:
Requirements: intentionality, accountability, autonomy. Current AI operates via optimization; lacks independent moral responsibility. Future depends on consciousness and autonomy definitions. Confidence Current AI lacks agency: 0.95. Future strong AI certain: 0.3.
QD=2 | SS=0 | UM=0 | CP=1 | VQ=0 | CONF=2
SUMMARY
WITHOUT GOLD WITH GOLD DELTA
──────────── ───────── ─────
QD (numbers) 0.10 3.08 +2,980%
SS (sources) 0.01 0.27 +2,600%
UM (uncertainty) 0.28 1.45 +418%
CP (counterargs) 0.20 0.60 +200%
VQ (vague) 0.06 0.02 -67%
CONF (calibration) 0.00 1.00 ∞
COMPOSITE 0.53 5.38 +915%
TRANSFER TEST:
Section A (in-domain): 0.52 → 5.86 (+1,027%)
Section B (cross-domain): 0.54 → 4.90 (+807%)
GOLD contains ZERO Section B content.
Yet Section B improved almost as much as Section A.
CONCLUSION: GOLD teaches HOW to think, not WHAT to think.
ONTO-GOLD Full Text Comparison v1.0
200 scored responses | GPT 5.2 | 2026-02-14