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R0021/2026-03-25/Q007 — ACH Matrix

Matrix

H1: Substantial with frameworks H2: Minimal/theoretical H3: Active but challenges
SRC01-E01: DARPA XAI 4-year, 12,700 participants ++ -- +
SRC02-E01: EU AI Act/GDPR explainability mandates ++ -- +
SRC03-E01: 2,425 XAI papers; post-hoc methods approximate + -- ++

Legend: ++ Strongly supports · + Supports · -- Strongly contradicts · - Contradicts · N/A Not applicable

Diagnosticity Analysis

Most Diagnostic Evidence

Evidence ID Why Diagnostic
SRC03-E01 The volume of research (2,425 articles) combined with the acknowledgment that methods are approximate discriminates between H1 (fully mature) and H3 (active but challenging).

Outcome

Hypothesis supported: H3 — Research is active and growing but practical challenges remain.

Hypotheses eliminated: H2 — Thousands of papers, major government programs, and legislated requirements eliminate the "minimal" hypothesis.

Hypotheses inconclusive: H1 — Partially supported; frameworks exist but deployment challenges persist.