Evidaxis

BioEmu

repo
AI Drug Discovery · n = 19 · microsoft/bioemu
Single-axis · conf low
momentum
momentum 87.8 of 100 87.8 /100
momentum
87.8/100
pctile
p100
convergence gate
Convergence gate: velocity only, citation axis absent × ∅
gate
0 of 2 axes

velocity only, citation axis absent.

gate shut
position in cohort distribution one of 19 in cohort
percentile 100 within cohort p25 p50 p75 p0 p100
percentile
p100
momentum is the combined velocity and citation signal, percentile within cohort
velocity z
velocity z gaugevelocity z+3.02 within cohort, log-slope +0.035/wk.0+3.02
velocity z
+3.02 σ
slope
+0.035/wk
log-slope +0.035/wk
convergence planefull gate = rising
BioEmu on the convergence plane BioEmu at velocity z +3.02 and citation z no axis, against 14 dual-axis cohort peers. single-axis: citation axis absent, excluded from the plane. z>=1 median velocity z → citation z ↑ AlphaFold3: velocity z -0.56, citation z +0.42 Boltz: velocity z -2.58, citation z +2.07 DeepChem: velocity z +2.96, citation z -0.73 DiffDock: velocity z +0.01, citation z -0.35 ESM / ESMFold: velocity z -0.03, citation z +0.49 Foldseek: velocity z -2.99, citation z +0.66 gnina: velocity z +2.86, citation z -0.35 Graphormer: velocity z +0.99, citation z -0.23 OpenFold: velocity z -0.02, citation z -0.41 ProteinMPNN: velocity z +0.00, citation z -0.51 RFdiffusion: velocity z +0.66, citation z +0.09 SaProt: velocity z -1.85, citation z +1.10 TorchDrug: velocity z +0.01, citation z -0.18 Uni-Mol: velocity z +0.01, citation z +0.54
velocity z
+3.02
citation z
no axis
peers
18

single-axis: citation axis absent, excluded from the plane.

citation z no citation axis
cohort
19
systems measured
weekly commits
1.4
not rising
total citations
n/a
no axis
momentum
87.8
percentile p100
commit heatmap, last 26 weeks1.4/wk
weekly commits, 26 weeks26 weeks of commits, peak 10 in a week, 10 active weeks, 23 total.week 1: 0 commitsweek 2: 0 commitsweek 3: 0 commitsweek 4: 0 commitsweek 5: 0 commitsweek 6: 0 commitsweek 7: 0 commitsweek 8: 1 commitsweek 9: 0 commitsweek 10: 2 commitsweek 11: 0 commitsweek 12: 0 commitsweek 13: 1 commitsweek 14: 2 commitsweek 15: 0 commitsweek 16: 1 commitsweek 17: 0 commitsweek 18: 1 commitsweek 19: 0 commitsweek 20: 0 commitsweek 21: 1 commitsweek 22: 0 commitsweek 23: 2 commitsweek 24: 10 commitsweek 25: 2 commitsweek 26: 0 commits
weeks
26
peak/wk
10
active
10
total
23
citations by yearno axis
adoption 0 dependents 0 direct · pypi/bioemu · deps.dev · adoption signal, not part of the momentum score

BioEmu holds an Evidaxis momentum score of 87.8 of 100 on methodology m2, snapshot 2026-08-08, measured within the AI Drug Discovery cohort (n = 19). No axis is currently rising within the cohort, and no second (citation) axis is available, so it sits below the two-axis gate.

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 -107.75, regime reversing. prior slope -0.000, recent slope +0.046 per week. -0.000prior 39w+0.046recent 13w-107.75×
swing
-107.75×
regime
reversing
windows
13w vs 39w
snapshot 1 of 1 · · m2
commit Sharpereserved: <26 non-zero commit weeks
commit changepoint52 weekly commit points. Changepoint at week 50 (2026-07-25), slope change -5.001 commits per week.2026-07-25
date
week
50 of 52
Δslope
-5.001/wk
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
2
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

Adoption trend

BioEmu dependents over time3 points, range 0 to 0 dependents.
min
0 dependents
max
0 dependents
latest
0 dependents
points
3

Downstream packages depending on pypi/bioemu (deps.dev), captured point-in-time each snapshot. An adoption signal, not part of the momentum score.

Verdict

BioEmu is tracked. No axis is currently rising relative to its cohort, and it has no second (citation) axis available.

Path to Rising: needs development velocity to recover (at least 5 commits per week and a positive within-cohort slope); its citation history to mature (at least 3 completed years) and rise.

Sources

microsoft/bioemu development-velocity axis
OpenAlex paper citation-momentum axis

Embed this badge

Evidaxis single-axis, BioEmu
[![Evidaxis: BioEmu](https://evidaxis.org/badge/e_JPV9HP2D5X4/2026-w32.svg)](https://evidaxis.org/e/e_JPV9HP2D5X4)

Others in AI Drug Discovery

AlphaFold3 AI Drug Discovery
Calibration
49
p50
vel -0.56 cit +0.42
axis dials
-0.56 +0.42
Boltz AI Drug Discovery
Watch
47
p22
vel -2.58 cit +2.07
axis dials
-2.58 +2.07
Chai-1 AI Drug Discovery
Single-axis
30
p6
vel -1.62 cit no axis
axis dials
-1.62 n/a
DeepChem AI Drug Discovery
Tracked
64
p89
vel +2.96 cit -0.73
axis dials
+2.96 -0.73
DiffDock AI Drug Discovery
Tracked
48
p39
vel +0.01 cit -0.35
axis dials
+0.01 -0.35
DiffSBDD AI Drug Discovery
Single-axis
51
p61
vel +0.04 cit no axis
axis dials
+0.04 n/a

Full AI Drug Discovery cohort →

entity_id e_JPV9HP2D5X4 methodology m2 snapshot 035a72a81e59 period 2026-w32 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m2, never edited by hand. Cite as: “Evidaxis, BioEmu, entity e_JPV9HP2D5X4, snapshot 2026-w32.”

Durable reference (format-independent): urn:evidaxis:claim:e_JPV9HP2D5X4:m2:2026-08-08