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pacer-classifier

将信息分类到PACER类别(程序性、类比性、概念性、证据性、参考性),并推荐适当的消化协议。在学习新材料、学习、阅读教育内容、处理需要记住的信息时使用,或者当用户询问如何学习或记住某些东西时使用。

person作者: jakexiaohubgithub

PACER Information Classifier

Based on Dr. Justin Sung's learning methodology, this skill classifies information to optimize learning and retention.

Core Principle

Learning has two stages:

  1. Consumption (Stage 1): Taking in information
  2. Digestion (Stage 2): Processing for long-term retention

Without proper digestion, ~90% of consumed information is forgotten. PACER provides targeted "digestion protocols" for different information types.

Classification Framework

P - Procedural ("HOW to do something")

Identifying characteristics:

  • Instructions for executing a task
  • Step-by-step processes
  • Coding syntax, clinical techniques, recipes
  • "How-to" guides and tutorials
  • Motor skills or practiced routines

Digestion Protocol: PRACTICE IMMEDIATELY

  • Apply in real-world context as early as possible
  • Don't just read - actively DO
  • Hands-on practice trumps repeated reading
  • Deliberate practice with feedback

Priority: HIGH - Practice cannot be delayed


A - Analogous ("LIKE something I know")

Identifying characteristics:

  • Information resembling existing knowledge
  • "This is like..." or "Similar to..." patterns
  • Metaphors and comparisons used for explanation
  • Building on prior mental models
  • Transferable concepts from other domains

Digestion Protocol: CRITIQUE THE ANALOGY

  • Ask: "How accurate is this comparison?"
  • Ask: "Where does the analogy break down?"
  • Identify limits and edge cases
  • Refine understanding through critical analysis

Priority: HIGH - Uncritiqued analogies lead to misconceptions


C - Conceptual ("WHAT it is and WHY")

Identifying characteristics:

  • Core theories and principles
  • Abstract relationships between ideas
  • The "engine" behind how things work
  • Foundational frameworks
  • Most academic content falls here

Digestion Protocol: MAPPING (GRINDE Method)

  • Create non-linear mind maps
  • Show relationships and connections
  • Build knowledge networks
  • Use the GRINDE principles (Grouped, Reflective, Interconnected, Non-verbal, Directional, Emphasized)

Priority: HIGH - Conceptual understanding enables everything else


E - Evidence ("PROOF that supports concepts")

Identifying characteristics:

  • Data, statistics, research findings
  • Case studies and examples
  • Concrete validation of abstract concepts
  • Supporting evidence for theories
  • Real-world applications demonstrating principles

Digestion Protocol: STORE & REHEARSE (Application)

  • Offload to second-brain system (Obsidian, Notion, etc.)
  • Create application scenarios
  • Link evidence to the concepts it supports
  • Practice applying evidence to solve problems

Priority: MEDIUM - Important but secondary to understanding concepts first


R - Reference ("MINUTIAE to look up later")

Identifying characteristics:

  • Arbitrary details (dates, constants, formulas)
  • Names, numbers, specific values
  • Low conceptual value on their own
  • Information better stored externally
  • Things you'd normally look up

Digestion Protocol: STORE & REHEARSE (Flashcards/SRS)

  • Generate Anki-style flashcards
  • Use spaced repetition systems
  • Keep minimal - don't over-flashcard
  • Only memorize what MUST be recalled from memory

Priority: LOW - Handle last, offload quickly


Output Format

When classifying content, provide:

| Content | Category | Reasoning | Protocol | Priority | |---------|----------|-----------|----------|----------| | [excerpt] | P/A/C/E/R | Why this classification | Specific action | High/Medium/Low |

Key Rules

  1. Balance consumption with digestion - If you've read for an hour, allocate time for protocols
  2. P, A, C require most attention - These are high-value, high-effort
  3. E and R should be offloaded - Free working memory for what matters
  4. Nested categories exist - Analogous (A) can appear within Procedural (P) or Conceptual (C)
  5. When uncertain, default to Conceptual (C) - Mind mapping rarely hurts

Additional Resources