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The validation framework lives in literature/ with its own README. Reference data is collocated with each module under modules/<module>/data/, with citations in each module's SOURCES.yaml.
Metrics columns
The CSV written to output/skibidy/metrics.csv has 41 columns:
Column
Units
Description
Non-zero when
step
-
Simulation step
always
time_h
hours
Simulated time (step * dt)
always
time_days
days
Simulated time in days (time_h / 24)
always
n_agents
count
Active keratinocyte agents
agents spawned
n_stem
count
Stem cell agents
agents spawned
n_ta
count
Transit-amplifying agents (cycling, non-stem)
agents spawned
n_g0
count
Quiescent (G0) agents
agents spawned
n_basal
count
Agents in stratum basale
agents spawned
n_spinous
count
Agents in stratum spinosum
agents spawned
n_granular
count
Agents in stratum granulosum
agents spawned
n_cornified
count
Agents in stratum corneum
agents spawned
n_neutrophils
count
Active neutrophil agents
[skin.wound] enabled
n_macrophages
count
Active macrophage agents
[skin.wound] enabled
wound_closure_pct
%
Fraction of wound voxels with Stratum > 0.5
[skin.wound] enabled
mean_o2_wound
normalized
Mean O2 in wound cylinder
[skin.wound] enabled
mean_ca_wound
mM
Mean Ca2+ in wound cylinder
[skin.wound] enabled
mean_infl_wound
a.u.
Mean inflammation in wound cylinder
[skin.wound] enabled
scar_magnitude
a.u.
Mean scar field in wound cylinder
[skin.scar] enabled
mean_anti_infl_wound
a.u.
Mean anti-inflammatory in wound
[skin.inflammation] split_enabled
n_fibroblasts
count
Active fibroblast agents (all states)
[skin.fibroblast] enabled
n_activated_fibroblasts
count
Activated + myofibroblast fibroblasts
[skin.fibroblast] enabled
n_myofibroblasts
count
Myofibroblast-state fibroblasts
[skin.fibroblast] enabled
mean_tgfb_wound
a.u.
Mean TGF-beta in wound
[skin.fibroblast] enabled
mean_collagen_wound
a.u.
Mean collagen in wound
[skin.fibroblast] enabled
mean_perfusion_wound
normalized
Mean vascular perfusion in wound dermis
[skin.wound] enabled
n_tumor_cells
count
Active tumor cell agents
[skin.tumor] enabled
n_tumor_cycling
count
Tumor agents not in G0 (Ki-67 proxy)
[skin.tumor] enabled
tumor_field_cells
count
Tumor field voxels > 0.5 (handoff)
[skin.tumor] enabled
mean_biofilm_wound
a.u.
Mean biofilm in wound
[skin.biofilm] enabled
mean_vegf_wound
a.u.
Mean VEGF in wound
[skin.angiogenesis] enabled
mean_mmp_wound
a.u.
Mean MMP in wound
[skin.mmp] enabled
mean_fibronectin_wound
a.u.
Mean fibronectin in wound
[skin.fibronectin] enabled
mean_elastin_wound
a.u.
Mean elastin in wound
[skin.elastin] enabled
mean_hyaluronan_wound
a.u.
Mean hyaluronan in wound
[skin.hyaluronan] enabled
mean_dermis_papillary
normalized
Mean dermis integrity in papillary wound voxels
[skin.dermis] enabled
mean_dermis_reticular
normalized
Mean dermis integrity in reticular wound voxels
[skin.dermis] enabled
mean_dermis_hypodermis
normalized
Mean dermis integrity in hypodermis wound voxels
[skin.dermis] enabled
mean_ph_wound
a.u.
Mean pH alkalinity in wound
always (pH module)
mean_fibrin_wound
a.u.
Mean fibrin in wound
[skin.hemostasis] enabled
mean_ecm_quality
normalized
Composite ECM quality score
derived fields active
mean_tissue_viability
normalized
Composite tissue viability score
derived fields active
scripts/analysis/plot_metrics.py generates figures from this CSV in output/plots/.