Evidaxis

TorchDrug

repo
AI Drug Discovery · n = 19 · DeepGraphLearning/torchdrug
2 of 3 axes measurable · conf medium
convergence gate
Convergence gate: Gate: computed weekly across the cohort; no convergence event this week Development velocity: measured × Citation momentum: measured × Direct-dependents momentum (deps.dev): not measurable ∅
gate
0 of 3 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 averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z-0.01 within cohort, log-slope +0.000/wk.0-0.01
velocity z
-0.01 σ
slope
+0.000/wk
log-slope +0.000/wk
citation z
citation z gaugecitation z-0.44 within cohort, log-slope +0.000/yr.0-0.44
citation z
-0.44 σ
slope
+0.000/yr
log-slope +0.000/yr
direct-dependents z Direct-dependents axis: no admitted own package; not measured.
cohort
19
systems measured
weekly commits
0
Development velocity axis: measured.
total citations
31
Citation axis: measured.
momentum
47.2
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 31
Citations by year2022: 2, 2023: 8, 2024: 11, 2025: 8, 2026: 2. Total 31 citations.2022: 2 citations2222023: 8 citations2382024: 11 citations24112025: 8 citations2582026: 2 citations262
total cites
31
years
5
latest yr
2

TorchDrug holds an Evidaxis momentum score of 47.2 of 100 on methodology m5, snapshot 2026-10-17, measured within the AI Drug Discovery cohort (n = 19). Axis coverage: 2 of 3 axes measurable. 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 · · m5
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 · · m5
code-leads-citation lag reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m5
axis alpha vs cohort reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m5
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m5
methodology gate snapshot 1 of 1 · · m5
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 · · m5

Measurement states

TorchDrug is under weekly measurement. History: 17 weekly observations; minimum 4. Development velocity axis: measured. Citation axis: measured. Direct-dependents axis: no admitted own package; not 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

Others in AI Drug Discovery

AlphaFold3 AI Drug Discovery
2 of 3 axes measurable
74
p94
vel +3.10 cit +0.69 deps no axis
axis dials
+3.10 +0.69 n/a
BioEmu AI Drug Discovery
1 of 3 axes measurable
87
p100
vel +2.95 cit no axis deps no axis
axis dials
+2.95 n/a n/a
Boltz AI Drug Discovery
2 of 3 axes measurable
53
p67
vel -1.97 cit +2.41 deps no axis
axis dials
-1.97 +2.41 n/a
Chai-1 AI Drug Discovery
1 of 3 axes measurable
42
p28
vel -0.67 cit no axis deps no axis
axis dials
-0.67 n/a n/a
DeepChem AI Drug Discovery
3 of 3 axes measurable
36
p22
vel -2.31 cit -1.03 deps +0.00
axis dials
-2.31 -1.03 +0.00
DiffDock AI Drug Discovery
2 of 3 axes measurable
46
p39
vel -0.01 cit -0.59 deps no axis
axis dials
-0.01 -0.59 n/a

Full AI Drug Discovery cohort →

Direct-dependents momentum (deps.dev)

Direct-dependents axis: no admitted own package; not measured.

Coverage state
out_of_panel
Cohort z
no axis
OLS slope
n/a
Theil-Sen slope
n/a
Latest direct dependents
n/a
Confirmed-clean points
n/a
Reconstructed history points
n/a
As-of partition
n/a
Fragility veto
n/a
Rising vote
no

Source: deps.dev (Google), CC-BY 4.0. Modified: aggregated to system-level counts and momentum scores.

Axis definition · Snapshot axis correlations

entity_id e_DHESXAYAQHW methodology m5 snapshot 4d9867e6f218 period 2026-w42 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m5, never edited by hand. Cite as: “Evidaxis, TorchDrug, entity e_DHESXAYAQHW, snapshot 2026-w42.”

Durable reference (format-independent): urn:evidaxis:claim:e_DHESXAYAQHW:m5:2026-10-17