inbox/archive/.extraction-debug/2025-02-01-hybrid-networks-collective-creativity-dynamics.json

@@ -0,0 +1,27 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 1,
+    "kept": 0,
+    "fixed": 4,
+    "rejected": 1,
+    "fixes_applied": [
+      "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:set_created:2026-03-18",
+      "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:stripped_wiki_link:collective-intelligence-requires-diversity-as-a-structural-p",
+      "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:stripped_wiki_link:centaur-team-performance-depends-on-role-complementarity-not",
+      "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:stripped_wiki_link:human-ideas-naturally-converge-toward-similarity-over-social"
+    ],
+    "rejections": [
+      "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/archive/2025-02-01-hybrid-networks-collective-creativity-dynamics.md

@@ -7,10 +7,14 @@ date: 2025-02-01
 domain: ai-alignment
 secondary_domains: [collective-intelligence, cultural-dynamics]
 format: paper
-status: unprocessed
+status: null-result
 priority: high
 triage_tag: claim
 tags: [collective-creativity, human-ai-networks, diversity, homogenization, inverted-u, temporal-dynamics]
+processed_by: theseus
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 1 claims, 1 rejected by validator"
 ---
 
 ## Content
@@ -42,3 +46,14 @@ Experimental study: 879 human participants + 996 API calls to GPT-4o. Three cond
 ## Curator Notes
 PRIMARY CONNECTION: collective intelligence requires diversity as a structural precondition not a moral preference
 WHY ARCHIVED: Provides empirical evidence for the temporal dynamics of AI integration — initial AI superiority degrades while hybrid systems improve. The 50-50 finding is the closest empirical data we have on "optimal integration level."
+
+
+## Key Facts
+- Study used 879 human participants and 996 GPT-4o API calls
+- Networks organized in 5×5 grids over 25 iterations
+- 100-person validation group rated creativity blind to source
+- AI-only networks started at M = 3.571 creativity rating
+- AI-only networks declined at M = -0.034 per iteration (SD = 0.17)
+- Hybrid networks increased at M = 0.098 per iteration (SD = 0.039)
+- GPT-4o exhibited thematic convergence toward space-related narratives ('universe,' 'cosmic')
+- Humans anchored narratives to original elements like character names ('John') and objects ('keys')