Evidaxis

DeepChem

repo
AI Drug Discovery · n = 19 · deepchem/deepchem
3 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): measured ×
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 83 within cohort p25 p50 p75 p0 p100
percentile
p83
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+3.38 within cohort, log-slope +0.015/wk.0+3.38
velocity z
+3.38 σ
slope
+0.015/wk
log-slope +0.015/wk
citation z
citation z gaugecitation z-0.73 within cohort, log-slope +0.424/yr.0-0.73
citation z
-0.73 σ
slope
+0.424/yr
log-slope +0.424/yr
direct-dependents z
direct-dependents z gaugedirect-dependents z+0.00 within cohort, log-slope +0.008/point.0+0.00
direct-dependents z
+0.00 σ
slope
+0.008/point
Direct-dependents axis: measured.
cohort
19
systems measured
weekly commits
0.8
Development velocity axis: measured.
total citations
3,224
Citation axis: measured.
momentum
61.0
percentile p83
commit heatmap, last 26 weeks0.8/wk
weekly commits, 26 weeks26 weeks of commits, peak 5 in a week, 10 active weeks, 18 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: 5 commitsweek 12: 1 commitsweek 13: 1 commitsweek 14: 1 commitsweek 15: 1 commitsweek 16: 1 commitsweek 17: 2 commitsweek 18: 0 commitsweek 19: 1 commitsweek 20: 2 commitsweek 21: 3 commitsweek 22: 0 commitsweek 23: 0 commitsweek 24: 0 commitsweek 25: 0 commitsweek 26: 0 commits
weeks
26
peak/wk
5
active
10
total
18
citations by yeartotal 3,224
Citations by year2012: 2, 2017: 6, 2018: 76, 2019: 158, 2020: 293, 2021: 351, 2022: 374, 2023: 423, 2024: 517, 2025: 554, 2026: 470. Total 3224 citations.2012: 2 citations1222017: 6 citations1762018: 76 citations18762019: 158 citations191582020: 293 citations202932021: 351 citations213512022: 374 citations223742023: 423 citations234232024: 517 citations245172025: 554 citations255542026: 470 citations26470
total cites
3224
years
11
latest yr
470
Daily dependents count (unscored) 0 dependents 0 direct · pypi/deepchem · deps.dev · the scored m3 axis uses weekly partitions

DeepChem holds an Evidaxis momentum score of 61.0 of 100 on methodology m3, snapshot 2026-09-26, measured within the AI Drug Discovery cohort (n = 19). Axis coverage: 3 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 +12.70, regime accelerating. prior slope -0.006, recent slope -0.071 per week. -0.006prior 39w-0.071recent 13w+12.70×
swing
+12.70×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m3
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 · · 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
11
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)

DeepChem dependents over time13 points, range 0 to 0 dependents.
min
0 dependents
max
0 dependents
latest
0 dependents
points
13

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

Measurement states

DeepChem is under weekly measurement. History: 14 weekly observations; minimum 4. Development velocity axis: measured. Citation axis: measured. Direct-dependents axis: measured. Gate: computed weekly across the cohort; no convergence event this week

Sources

deepchem/deepchem development-velocity axis
OpenAlex paper citation-momentum axis (proxy: MoleculeNet (the standard DeepChem citation))
deepchem.io homepage

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
BioEmu AI Drug Discovery
1 of 3 axes measurable
85
p100
vel +2.78 cit no axis deps no axis
axis dials
+2.78 n/a 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
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: measured.

Coverage state
scored
Cohort z
+0.00
OLS slope
+0.008
Theil-Sen slope
+0.000
Latest direct dependents
8
Confirmed-clean points
23
Reconstructed history points
15
As-of partition
2026-09-07
Fragility veto
active
Rising vote
no

This axis measures the frozen-panel trajectory of the package set selected and linkage-verified as of 2026-07-21. Systems outside that panel are not measured on this axis. Residual survivorship beyond the frozen universe is disclosed, not denied.

The earliest weekly points of each series were read from deps.dev's BigQuery history on 2026-07-21; later points are weekly captures. Each record reports how many of its points are reconstructed history.

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_YTYXW2BB5AP 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, DeepChem, entity e_YTYXW2BB5AP, snapshot 2026-w39.”

Durable reference (format-independent): urn:evidaxis:claim:e_YTYXW2BB5AP:m3:2026-09-26