Evidaxis

As of 2026-09-26: BioEmu (AI Drug Discovery) is under weekly measurement. Axis coverage: 1 of 3 axes measurable. Gate: not computable — 1 of 3 axes measurable

BioEmu

repo
AI Drug Discovery · n = 19 · microsoft/bioemu
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable — 1 of 3 axes measurable Development velocity: measured × Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
0 of 3 axes

Gate: not computable — 1 of 3 axes measurable

Gate: not computable — 1 of 3 axes measurable
position in cohort distribution one of 19 in cohort
percentile 100 within cohort p25 p50 p75 p0 p100
percentile
p100
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+2.78 within cohort, log-slope +0.016/wk.0+2.78
velocity z
+2.78 σ
slope
+0.016/wk
log-slope +0.016/wk
citation z Citation axis: insufficient source coverage (source returned too few observations).
direct-dependents z Direct-dependents axis: minimum of 14 clean points and 5 latest dependents not met.
cohort
19
systems measured
weekly commits
2.1
Development velocity axis: measured.
total citations
n/a
Citation axis: insufficient source coverage (source returned too few observations).
momentum
84.8
percentile p100
commit heatmap, last 26 weeks2.1/wk
weekly commits, 26 weeks26 weeks of commits, peak 10 in a week, 15 active weeks, 34 total.week 1: 1 commitsweek 2: 0 commitsweek 3: 2 commitsweek 4: 0 commitsweek 5: 0 commitsweek 6: 1 commitsweek 7: 2 commitsweek 8: 0 commitsweek 9: 1 commitsweek 10: 0 commitsweek 11: 1 commitsweek 12: 0 commitsweek 13: 0 commitsweek 14: 1 commitsweek 15: 0 commitsweek 16: 2 commitsweek 17: 10 commitsweek 18: 2 commitsweek 19: 0 commitsweek 20: 5 commitsweek 21: 2 commitsweek 22: 1 commitsweek 23: 1 commitsweek 24: 0 commitsweek 25: 2 commitsweek 26: 0 commits
weeks
26
peak/wk
10
active
15
total
34
citations by yearCitation axis: insufficient source coverage (source returned too few observations).
Daily dependents count (unscored) 0 dependents 0 direct · pypi/bioemu · deps.dev · the scored m3 axis uses weekly partitions

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 -34.29, regime recent slope sign differs from prior window. prior slope +0.001, recent slope -0.043 per week. +0.001prior 39w-0.043recent 13w-34.29×
swing
-34.29×
regime
recent slope sign differs from prior window
windows
13w vs 39w
snapshot 1 of 1 · · m3
commit Sharpereserved: <26 non-zero commit weeks
commit changepoint52 weekly commit points. Changepoint at week 43 (2026-07-25), slope change -0.628 commits per week.2026-07-25
date
week
43 of 52
Δslope
-0.628/wk
snapshot 1 of 1 · · m3
code-leads-citation lag reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m3
axis alpha vs cohort reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m3
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m3
methodology gate snapshot 1 of 1 · · m3
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 · · m3

Daily dependents count (unscored)

BioEmu dependents over time10 points, range 0 to 0 dependents.
min
0 dependents
max
0 dependents
latest
0 dependents
points
10

Downstream packages depending on pypi/bioemu (deps.dev), captured point-in-time each snapshot. This daily series is unscored. The scored axis in m3 uses weekly partitions.

Measurement states

BioEmu is under weekly measurement. History: 13 weekly observations; minimum 4. Development velocity axis: measured. Citation axis: insufficient source coverage (source returned too few observations). Direct-dependents axis: minimum of 14 clean points and 5 latest dependents not met. Gate: not computable — 1 of 3 axes measurable

Sources

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

Others in AI Drug Discovery

AlphaFold3 AI Drug Discovery
2 of 3 axes measurable
51
p61
vel -0.23 cit +0.40 deps no axis
axis dials
-0.23 +0.40 n/a
Boltz AI Drug Discovery
2 of 3 axes measurable
46
p28
vel -2.76 cit +2.04 deps no axis
axis dials
-2.76 +2.04 n/a
Chai-1 AI Drug Discovery
1 of 3 axes measurable
13
p0
vel -2.98 cit no axis deps no axis
axis dials
-2.98 n/a n/a
DeepChem AI Drug Discovery
3 of 3 axes measurable
61
p83
vel +3.38 cit -0.73 deps +0.00
axis dials
+3.38 -0.73 +0.00
DiffDock AI Drug Discovery
2 of 3 axes measurable
48
p44
vel -0.05 cit -0.35 deps no axis
axis dials
-0.05 -0.35 n/a
DiffSBDD AI Drug Discovery
1 of 3 axes measurable
45
p22
vel -0.36 cit no axis deps no axis
axis dials
-0.36 n/a n/a

Full AI Drug Discovery cohort →

Direct-dependents momentum (deps.dev)

Direct-dependents axis: minimum of 14 clean points and 5 latest dependents not met.

Coverage state
below_floor
Cohort z
no axis
OLS slope
n/a
Theil-Sen slope
n/a
Latest direct dependents
n/a
Confirmed-clean points
0
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

Cite this measurement

Plain citation

Evidaxis. BioEmu measurement record. Snapshot 2026-09-26. https://evidaxis.org/e/e_JPV9HP2D5X4/ Concept DOI: 10.5281/zenodo.21076011.

BibTeX

@dataset{evidaxis_e_JPV9HP2D5X4_20260926,
  title = {BioEmu measurement record},
  publisher = {Evidaxis},
  year = {2026},
  url = {https://evidaxis.org/e/e_JPV9HP2D5X4/},
  doi = {10.5281/zenodo.21076011}
}

Download record (JSON)

entity_id e_JPV9HP2D5X4 methodology m3 snapshot 9d2fe956adbc period 2026-w39 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m3, never edited by hand. Cite as: “Evidaxis, BioEmu, entity e_JPV9HP2D5X4, snapshot 2026-w39.”

Durable reference (format-independent): urn:evidaxis:claim:e_JPV9HP2D5X4:m3:2026-09-26