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 22 within cohort p25 p50 p75 p0 p100
percentile
p22
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z-1.66 within cohort, log-slope -0.004/wk.0-1.66
velocity z
-1.66 σ
slope
-0.004/wk
log-slope -0.004/wk
citation z
citation z gaugecitation z-0.73 within cohort, log-slope +0.434/yr.0-0.73
citation z
-0.73 σ
slope
+0.434/yr
log-slope +0.434/yr
direct-dependents z
direct-dependents z gaugedirect-dependents z+0.00 within cohort, log-slope +0.006/point.0+0.00
direct-dependents z
+0.00 σ
slope
+0.006/point
Direct-dependents axis: measured.
cohort
19
systems measured
weekly commits
0.5
Development velocity axis: measured.
total citations
3,064
Citation axis: measured.
momentum
40.1
percentile p22
commit heatmap, last 26 weeks0.5/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: 5 commitsweek 9: 1 commitsweek 10: 1 commitsweek 11: 1 commitsweek 12: 1 commitsweek 13: 1 commitsweek 14: 2 commitsweek 15: 0 commitsweek 16: 1 commitsweek 17: 2 commitsweek 18: 3 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
5
active
10
total
18
citations by yeartotal 3,064
Citations by year2012: 2, 2017: 5, 2018: 71, 2019: 148, 2020: 257, 2021: 318, 2022: 331, 2023: 391, 2024: 483, 2025: 555, 2026: 503. Total 3064 citations.2012: 2 citations1222017: 5 citations1752018: 71 citations18712019: 148 citations191482020: 257 citations202572021: 318 citations213182022: 331 citations223312023: 391 citations233912024: 483 citations244832025: 555 citations255552026: 503 citations26503
total cites
3064
years
11
latest yr
503
Daily dependents count (unscored) 0 dependents 0 direct · pypi/deepchem · deps.dev · the scored m4 axis uses weekly partitions

DeepChem holds an Evidaxis momentum score of 40.1 of 100 on methodology m4, snapshot 2026-10-10, 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 +18.83, regime accelerating. prior slope -0.005, recent slope -0.085 per week. -0.005prior 39w-0.085recent 13w+18.83×
swing
+18.83×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m4
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 · · m4
code-leads-citation lag reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m4
axis alpha vs cohort reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m4
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m4
methodology gate snapshot 1 of 1 · · m4
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 · · m4

Daily dependents count (unscored)

DeepChem dependents over time15 points, range 0 to 0 dependents.
min
0 dependents
max
0 dependents
latest
0 dependents
points
15

Downstream packages depending on pypi/deepchem (deps.dev), captured point-in-time each snapshot. This daily series is unscored. The scored axis in m4 uses weekly partitions.

Measurement states

DeepChem is under weekly measurement. History: 16 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
49
p61
vel -0.81 cit +0.71 deps no axis
axis dials
-0.81 +0.71 n/a
BioEmu AI Drug Discovery
1 of 3 axes measurable
58
p89
vel +0.64 cit no axis deps no axis
axis dials
+0.64 n/a n/a
Boltz AI Drug Discovery
2 of 3 axes measurable
55
p78
vel -1.57 cit +2.44 deps no axis
axis dials
-1.57 +2.44 n/a
Chai-1 AI Drug Discovery
1 of 3 axes measurable
42
p33
vel -0.64 cit no axis deps no axis
axis dials
-0.64 n/a n/a
DiffDock AI Drug Discovery
2 of 3 axes measurable
48
p50
vel -0.10 cit -0.28 deps no axis
axis dials
-0.10 -0.28 n/a
DiffSBDD AI Drug Discovery
1 of 3 axes measurable
41
p28
vel -0.70 cit no axis deps no axis
axis dials
-0.70 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
+0.006
Theil-Sen slope
+0.000
Latest direct dependents
8
Confirmed-clean points
26
Reconstructed history points
15
As-of partition
2026-09-28
Fragility veto
active
Rising vote
no

This axis measures the trajectory of a system's own packages: declared in its own tree, published under that name, and not attributed by deps.dev to another repository. A package with no repository link is unverified and stays. The self-name exclusion list is fixed at the v2h.1 panel. Systems with no admitted package are not measured on this axis. Points that cannot be derived exactly are withheld, and the series restarts after a withheld point.

The earliest weekly points of each series were read from deps.dev's BigQuery history on 2026-07-21; later points are weekly captures. m4 does not replay those partitions: each point is the stored system total, one package's unique_direct, or a complete sketch union, and a point that is not exact is withheld. 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 m4 snapshot ad5e404d4f82 period 2026-w41 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m4, never edited by hand. Cite as: “Evidaxis, DeepChem, entity e_YTYXW2BB5AP, snapshot 2026-w41.”

Durable reference (format-independent): urn:evidaxis:claim:e_YTYXW2BB5AP:m4:2026-10-10