domains/entertainment/GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md

@@ -69,6 +69,12 @@ Fanfiction study (n=157) provides the mechanism: 84.7% doubted AI could replicat
 
 Survey of 157 fanfiction community members found that AI resistance is values-based and scales with creative investment, not capability assessment. 92% agreed 'Fanfiction is a space for human creativity' and 84.7% doubted AI could replicate emotional nuances, but the key finding is that 83.58% of AI opponents were writers (vs 57% of sample), revealing that resistance intensifies as fans become creators. This suggests the consumer acceptance gate operates through identity protection mechanisms, not quality evaluation — the more invested someone is in creative practice, the stronger their resistance regardless of AI capability improvements.
 
+
+### Additional Evidence (extend)
+*Source: [[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]] | Added: 2026-03-19*
+
+Survey of 157 fanfiction community members shows resistance is values-based and scales with creative investment: 92% agreed 'Fanfiction is a space for human creativity', 84.7% doubted AI could replicate emotional nuances, and 83.58% of AI opponents were writers (not readers). The stake-holding mechanism—where creators resist more than consumers—explains why quality improvements don't convert resistance. Study conducted May-July 2024, published June 2025.
+
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 Relevant Notes:

domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md

@@ -61,6 +61,12 @@ Fanfiction communities demonstrate the provenance premium empirically: 86% deman
 
 Fanfiction communities demonstrate the provenance premium through transparency demands: 86% insisted authors disclose AI involvement, and 66% said knowing about AI would decrease reading interest. The 72.2% who reported negative feelings upon discovering retrospective AI use shows that provenance verification is a core value driver. Community-owned IP with inherent provenance legibility (knowing the creator is a community member) has structural advantage over platforms where provenance must be actively signaled and verified.
 
+
+### Additional Evidence (confirm)
+*Source: [[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]] | Added: 2026-03-19*
+
+Fanfiction communities demonstrate strong demand for provenance transparency: 86% insisted authors disclose AI involvement, and 66% said knowing about AI would decrease reading interest. The 92% agreement that 'Fanfiction is a space for human creativity' shows human-made is already functioning as a premium label in these communities, with disclosure serving as the provenance mechanism.
+
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 Relevant Notes:

domains/entertainment/consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md

@@ -59,6 +59,12 @@ Fanfiction community data shows 72.2% reported negative feelings upon discoverin
 
 Fanfiction community data shows 86% insist authors disclose AI involvement, 66% said knowing about AI would decrease reading interest, and 72.2% reported negative feelings upon discovering retrospective AI use. The transparency demands and negative reactions persist even for high-quality output, confirming that authenticity signaling (human-made provenance) is the primary value driver, not technical quality assessment.
 
+
+### Additional Evidence (confirm)
+*Source: [[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]] | Added: 2026-03-19*
+
+Fanfiction community data confirms authenticity premium: 86% insisted authors disclose AI involvement, 66% said knowing about AI would decrease reading interest, and 72.2% reported negative feelings upon discovering retrospective AI use. The emotional authenticity concern (84.7% doubted AI could replicate emotional nuances) shows audiences value human creative effort independent of technical output quality.
+
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 Relevant Notes:

domains/entertainment/fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership.md

@@ -53,6 +53,12 @@ The engagement ladder has an unmodeled implication: as fans climb toward co-crea
 
 The engagement ladder has an unmodeled implication: as fans climb from consumption to co-creation (becoming writers), they develop stronger AI resistance, not weaker. Writers showed 83.58% representation among AI opponents despite being only 57% of sample, and veteran writers (10+ years) showed strongest resistance. This suggests the co-creation tier of the engagement ladder creates identity investment that makes participants defend their creative role against AI replacement, which has design implications for community IP strategies.
 
+
+### Additional Evidence (extend)
+*Source: [[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]] | Added: 2026-03-19*
+
+The engagement ladder has an unmodeled implication: as fans climb toward co-creation (becoming writers), they develop STRONGER resistance to AI replacement, not weaker. 83.58% of AI opponents in fanfiction communities were writers, and veteran writers (10+ years) showed strongest resistance with statistical significance (p<0.05). This means the higher fans climb the engagement ladder, the more they identify as creators and defend their creative space.
+
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 Relevant Notes:

inbox/archive/entertainment/2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives.md

@@ -19,6 +19,10 @@ processed_by: clay
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 ## Content
@@ -126,3 +130,12 @@ EXTRACTION HINT: Focus on the writer-vs-reader stake-holding finding as a novel
 - Inter-coder reliability ranged from 86-99% for qualitative analysis
 - Published as arxiv preprint arXiv:2506.18706 on June 23, 2025
 - Full publication at tandfonline.com with DOI: 10.1080/10447318.2025.2531272
+
+
+## Key Facts
+- Study surveyed 157 fanfiction community members (90 writers, 67 exclusive readers) via structured online questionnaire, May-July 2024
+- Published as arxiv preprint arXiv:2506.18706 on June 23, 2025, with full publication at tandfonline.com (DOI: 10.1080/10447318.2025.2531272)
+- Inter-coder reliability for qualitative analysis ranged from 86-99%
+- Mann-Whitney U and Chi-square tests used for statistical analysis
+- 45.5% of writers reported zero AI usage in their creative process
+- Study data collection occurred before major 2025 AI video generation improvements (Seedance 2.0, etc.)