How can we identify causal mechanisms behind disease from cross-sectional molecular data? Our new publication in Briefings in Bioinformatics systematically compares causal network analysis methods academic.oup.com/bib/article/...
#SystemsBiology #Bioinformatics #CausalReasoning
Since joining Arcadia British School 🇦🇪, I’ve seen how this move sharpens my leadership & pedagogy. Inspired by James Woodcock’s (2005) Teaching History piece, I used qualifiers & connectives to help Y10 historians improve their casual reasoning .
#HistoryTeacher #Pedagogy #CausalReasoning
Executable Counterfactuals Boost LLM Causal Reasoning via Code
State‑of‑the‑art models o4‑mini and Claude‑4‑Sonnet fell 25‑40% in accuracy when abduction was added; reinforcement learning raised performance 1.5–2× on code and math benchmarks. Read more: getnews.me/executable-counterfactua... #llm #causalreasoning
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DECISION TRUST: The missing link between data and action
Most companies have data
Few have intelligence
Even fewer understand WHY things happen
#CausalIntelligence #DecisionMaking #SystemThinking #CausalReasoning
This expert gets at the things bothering me about the stumbles. www.sciencealert.com... #causalreasoning #intuition #openmindedness #confidence #teamwork