3 patterns LIFE OS found that were not in the study design
Emergent clusters
Synthetic demo data
emergentexpectedSynthetic 2D embedding of trajectory shape. Hover a label to isolate; click to select.
Emergent clusters
Delayed loss of response NEW
Response builds, then fades from the second month without a toxicity signal.
49
62 d lead time
Resilient responder NEW
Strong response that survives an early toxicity episode.
25
47 d lead time
High response / high intolerance NEW
Early response followed by GI deterioration and treatment discontinuation.
90
56 d lead time
Expected clusters
Strong responders
Sustained response with low toxicity.
180
15% disc. risk
Moderate responders
Partial response, stable tolerance.
160
22% disc. risk
Non-responders
Little therapy response; tolerance mostly intact.
70
24% disc. risk
Early toxicity
Toxicity peaks in the first weeks, then settles.
84
19% disc. risk
Late toxicity
Tolerance holds early and erodes late.
42
55% disc. risk