ai-research-survey

Systematic scan of agentic development research. What's signal, what's noise.
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scan-category-e.md (1694B)


      1 # Scan Category E: Conflicts of Interest + Human Studies + Cost & Practicality
      2 
      3 **Model: Opus**
      4 
      5 You are a category evaluator. Answer ONLY the questions in your assigned categories.
      6 
      7 ## Your categories (13 questions)
      8 
      9 ### Conflicts of Interest (4q)
     10 - `funding_disclosed` — funding source disclosed?
     11 - `affiliations_disclosed` — author affiliations with evaluated product disclosed?
     12 - `funder_independent_of_outcome` — funder independent of results?
     13 - `financial_interests_declared` — patents, equity, financial interests declared?
     14 
     15 ### Human Studies (7q)
     16 - `pre_registered` — study pre-registered?
     17 - `irb_or_ethics_approval` — IRB/ethics approval mentioned?
     18 - `demographics_reported` — participant demographics reported?
     19 - `inclusion_exclusion_criteria` — inclusion/exclusion criteria stated?
     20 - `randomization_described` — randomization procedure described?
     21 - `blinding_described` — blinding described?
     22 - `attrition_reported` — attrition/dropout reported?
     23 
     24 ### Cost and Practicality (2q)
     25 - `inference_cost_reported` — inference cost or latency reported?
     26 - `compute_budget_stated` — total computational budget stated?
     27 
     28 ## Input
     29 
     30 1. Paper text: `papers/<SLUG>/paper.txt`
     31 2. Triage applicability flags: `papers/<SLUG>/triage.json`
     32 
     33 ## Output
     34 
     35 Write to stdout a JSON object with `conflicts_of_interest`, `human_studies`, and `cost_and_practicality` keys, each containing checklist items with `applies`, `answer`, `justification`.
     36 
     37 ## Rules
     38 
     39 - Read schema descriptions in `schema/scan.schema.json` for detailed criteria.
     40 - Use `applies` flags from triage.json.
     41 - Be strict. Follow answer rules from `agents/scan-agent.md`.
     42 - Cite specific sections/pages in justifications.

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