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One carefully selected English reading pack. Thirty focused minutes. Original sources, practical language and one piece of active output.

Latest reading

19 August 2026

C1AI × SDTM Mapping30 min

What should an AI-assisted SDTM mapping workflow automate - and what must it still prove?

Read SAS's current AI-assisted clinical-programming workflow, connect mapping and code generation with audit and validation controls, then review one proposed SDTM mapping as if it were entering a reusable metadata library.

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2automation targets: mapping + code generation

15key terms with Chinese explanations

5minutes of spoken output

Designed for consistency

Less noise. Better signals.

Source-aware

Official and primary sources establish facts.

Personalised

Priority goes to AI, clinical research, SAS, CDISC and statistical programming.

Active

Every edition ends with retrieval, retelling or a professional speaking task.

August 2026

19 AugAI-assisted SDTM mapping: code generation, validation and human approval↗18 AugExecutable SAP metadata: Analysis Concepts, ADaM bindings and ARS↗17 AugFaster clinical development: CROs, real-time signals and SP readiness↗16 AugLegacy SAS modernization: metadata, IR and parity validation↗15 AugAI clinical-trial maturity: from retrospective validation to bounded autonomy↗14 AugSynthetic trial data: false positives, uncertainty and inferential validity↗13 AugClinAgent: tools, skills and validation for clinical statistical programming↗12 AugAI-generated TFLs: standards, traceability and reproducible analysis↗11 AugSynthetic clinical-trial test data: metadata, validation and traceability↗10 AugOperational TrialGPT: local deployment, validation and human escalation↗09 AugOffline policy learning for clinical-development decision agents↗08 AugAgentic AI, real-world data and reproducible trial design↗07 AugLLM-assisted semantics and deterministic TFL QC↗06 AugGenerative AI in REDCap: low-risk MVP and local governance↗05 AugICH M11, structured protocols and metadata-driven automation↗04 AugDigital endpoints, sensor data and reproducible derivations↗03 AugReal-time clinical trials and validated data signals↗02 AugAI-enabled clinical-trial knowledge management↗01 AugLLM-in-the-loop clinical workflow design↗