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Long-form assessment of technology and education. Every substantive claim links to a primary or authoritative source; every article ends with its reference list.

5 article(s)

A network diagram shows a small cluster of "broker" editors sitting at the center of PLOS ONE's retracted-paper connections — 45 editors handled 1.3% of output but 30.2% of retractions.
🔬 Research Practice Analysis

Paper Mills, Editors, and Systematic Reviews: What a 2025 Fraud-Network Study Teaches About Reading Evidence

A 2025 PNAS study used network analysis to map the editors, authors and brokers behind industrial-scale paper mills. A companion JAMA Netwo…

EduFabTech · 5h ago · 7 min read
A famous classroom idea built on a handful of small studies now meets larger, more rigorous trials — this cover shows how heavily the growth-mindset and control outcome distributions overlap.
🧠 Learning Science Review

Growth Mindset in the Classroom: What the Large Trials Show, What They Don't

What the growth mindset evidence actually supports: a weak but real correlation, a modest effect in one large national trial under specific…

EduFabTech · 4d ago · 8 min read
A capsule bar shows a model's advertised context window with a dashed marker where reliable accuracy actually ends, alongside stats on Llama 4 Scout's 10M-token claim, its 22% NoLiMa accuracy at 32K, and Mistral 7B's real 16K limit.
🤖 Artificial Intelligence Review

Long-Context Windows: What Independent Benchmarks Show Versus What Vendors Claim

Context windows now advertise millions of tokens, but independent benchmarks — RULER, NoLiMa, Lost in the Middle and a newer preprint on mu…

EduFabTech · 16 Sep 2026 · 10 min read
Three vertical bars compare SCORE's headline pass rates — 73.5% reproducible, 57% robust, 55.1% replicated — under the line "Reproducible. Robust. Replicable. Rarely all three."
🔬 Research Practice Analysis

Reproducible, Robust, Replicable: What a 3,900-Claim Audit of Social Science Found

A seven-year DARPA-funded project checked 3,900 social-science claims three ways — reproducing, stress-testing, and replicating them — and …

EduFabTech · 15 Sep 2026 · 9 min read
How People Actually Learn: What the Evidence on Memory, Practice and Assessment Does and Doesn't Show
🧠 Learning Science Breaking Review

How People Actually Learn: What the Evidence on Memory, Practice and Assessment Does and Doesn't Show

Retrieval practice, spacing and interleaving are backed by decades of replicated experiments. Growth mindset and formative assessment show …

EduFabTech · 13 Sep 2026 · 8 min read