Evidaxis

TorchDrug

repo
AI Drug Discovery · n = 19 · DeepGraphLearning/torchdrug
2 measurable axes · conf medium
convergence gate
Convergence gate: Gate: computed weekly across the cohort; no convergence event this week × ×
gate
0 of 2 axes

Gate: computed weekly across the cohort; no convergence event this week

Gate: computed weekly across the cohort; no convergence event this week
position in cohort distribution one of 19 in cohort
percentile 44 within cohort p25 p50 p75 p0 p100
percentile
p44
momentum is the combined velocity and citation signal, percentile within cohort
velocity z
velocity z gaugevelocity z+0.05 within cohort, log-slope +0.000/wk.0+0.05
velocity z
+0.05 σ
slope
+0.000/wk
log-slope +0.000/wk
citation z
citation z gaugecitation z-0.18 within cohort, log-slope -0.226/yr.0-0.18
citation z
-0.18 σ
slope
-0.226/yr
log-slope -0.226/yr
cohort
19
systems measured
weekly commits
0
Development velocity axis: measured.
total citations
32
Citation axis: measured.
momentum
49.2
percentile p44
commit heatmap, last 26 weeks0/wk
weekly commits, 26 weeks26 weeks of commits, peak 0 in a week, 0 active weeks, 0 total.week 1: 0 commitsweek 2: 0 commitsweek 3: 0 commitsweek 4: 0 commitsweek 5: 0 commitsweek 6: 0 commitsweek 7: 0 commitsweek 8: 0 commitsweek 9: 0 commitsweek 10: 0 commitsweek 11: 0 commitsweek 12: 0 commitsweek 13: 0 commitsweek 14: 0 commitsweek 15: 0 commitsweek 16: 0 commitsweek 17: 0 commitsweek 18: 0 commitsweek 19: 0 commitsweek 20: 0 commitsweek 21: 0 commitsweek 22: 0 commitsweek 23: 0 commitsweek 24: 0 commitsweek 25: 0 commitsweek 26: 0 commits
weeks
26
peak/wk
0
active
0
total
0
citations by yeartotal 32
Citations by year2022: 3, 2023: 10, 2024: 11, 2025: 6, 2026: 2. Total 32 citations.2022: 3 citations2232023: 10 citations23102024: 11 citations24112025: 6 citations2562026: 2 citations262
total cites
32
years
5
latest yr
2

TorchDrug holds an Evidaxis momentum score of 49.2 of 100 on methodology m2, snapshot 2026-08-22, measured within the AI Drug Discovery cohort (n = 19). Axis coverage: 2 measurable axes. Gate: computed weekly across the cohort; no convergence event this week

Derived signals

second-order reads, computed from the published series

Three signals ship when the commit series is statistically sufficient; the rest are held in a reserved state until the data supports them. A reserved signal shows its reason, never a fabricated number. How these are computed.

recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio +0.00, regime flat. prior slope +0.000, recent slope +0.000 per week. +0.000prior 39w+0.000recent 13w+0.00×
swing
+0.00×
regime
flat
windows
13w vs 39w
snapshot 1 of 1 · · m2
commit Sharpereserved: <26 non-zero commit weeks
commit changepoint52 weekly commit points. No significant changepoint detected (|delta slope| within the noise floor).no significant changepoint
changepoint
none detected
snapshot 1 of 1 · · m2
code-leads-citation lag reserved

reserved: citation series too short / axis absent for cross-correlation

status
reserved
value
insufficient data
snapshot 1 of 1 · · m2
axis alpha vs cohort reserved

reserved: cohort N too small for regression (power ~0)

status
reserved
value
insufficient data
snapshot 1 of 1 · · m2
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m2
methodology gate snapshot 1 of 1 · · m2
commit weeks
52
citation years
5
shipped
2
reserved
4

shipped

  • recency-swing
  • commit-changepoint

reserved

  • commit-sharpe
  • code-leads-citation-lag
  • axis-alpha
  • gate-eta
snapshot 1 of 1 · · m2

Measurement states

TorchDrug is under weekly measurement. History: 9 weekly observations; minimum 4. Development velocity axis: measured. Citation axis: measured. Gate: computed weekly across the cohort; no convergence event this week

Sources

DeepGraphLearning/torchdrug development-velocity axis
OpenAlex paper citation-momentum axis
torchdrug.ai homepage
entity_id e_DHESXAYAQHW methodology m2 snapshot 66cffe06e8cb period 2026-w34 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m2, never edited by hand. Cite as: “Evidaxis, TorchDrug, entity e_DHESXAYAQHW, snapshot 2026-w34.”

Durable reference (format-independent): urn:evidaxis:claim:e_DHESXAYAQHW:m2:2026-08-22