cyberneticlibrary

Assess drug discovery feasibility scientifically

insilico-feasibility-and-track-recordworkflowsetup L20
AnshumanAtrey/cancer-recog-apoptosis
What it does

Assess in-silico drug discovery feasibility and real clinical track record

Best for

Honestly evaluating which in-silico predictions have real clinical track records versus hype, with explicit real_world_status per example.

Inputs
  • · [object Object]
Outputs
  • · [object Object]
Requires
  • · Web search
  • · Clinical trial databases
  • · Drug approval records
Preconditions

Access to latest FDA/EMA approval data and clinical trial registries; knowledge cutoff recent (2026)

Failure modes
  • · Marketing claims (AI-designed drug) confused with clinical reality (preclinical only)
  • · Overstating confidence in silico predictions without wet-lab validation
  • · Cherry-picking successes and ignoring failed examples
  • · Confusing "in trials" with "approved"
Trust signals
  • · Examples must include real_world_status enum (Phase I/II/III/approved/discontinued)
  • · skipped_wetlab boolean forces explicit acknowledgment that wet-lab WAS used
  • · Citations required for each clinical claim
  • · Limitations section mandatory