Consistent terminology

Glossary.

The first occurrence of a technical term should be accompanied by a plain explanation.

5-gram overlap
A measure of shared five-word sequences between public text and sources, used as an anti-reuse gate.

Where it is used

Ablation
A test that removes a source or variable to measure its contribution.

Where it is used

Abstention
An explicit choice not to issue an estimate when data quality, OOD or uncertainty exceeds a threshold.

Where it is used

Activity nowcast
An estimate of current or near-term activity from available signals, distinct from eruption prediction.

Where it is used

Adapter
A component that transforms a specific source into a common format.

Where it is used

Advection
Transport of a property or ideal parcel by a velocity field; here used as a simplified wind trajectory.

Where it is used

Algorithm
A precise finite procedure that transforms inputs into a result.

Where it is used

Automation
Automatic execution of defined activities or calculations, including controls and exceptions where needed.

Where it is used

b-value
Parameter of the Gutenberg–Richter relationship between earthquake count and magnitude, estimated only with a sufficient sample.

Where it is used

Backfill
Controlled reconstruction of missing or previously unprocessed historical data.

Where it is used

Brier score
Mean squared error of a probabilistic forecast; lower values indicate better overall calibration.

Where it is used

CCS
Carbon Capture and Storage: CO₂ capture and storage under a disclosed boundary and capture rate.

Where it is used

Clustering
A method that groups similar cases without predefined categories.

Where it is used

Comfort score
A transparent heuristic score summarising several environmental factors; it is not itself a medical or normative index.

Where it is used

Communicable finding
A short publishable fact derived from an admitted source and expressed with original controlled wording.
Compute
The stage in which calculations, rules or models are executed.

Where it is used

Conformal prediction
A method that builds intervals from empirical out-of-sample residuals under stated assumptions.

Where it is used

Data drift
A change in the input distribution relative to the development period.

Where it is used

Data lineage
Trace of sources and transformations that produced an output.
Data quality check
A check of presence, freshness, format, consistency and missing values.
DBSCAN
An algorithm that groups nearby points and leaves isolated ones apart.

Where it is used

Dew point
The temperature at which air would reach saturation; useful for describing absolute moisture load.

Where it is used

Directional shear
Difference in wind direction or speed between atmospheric levels.

Where it is used

Event cluster
A set of independent sources aligned enough to be treated as descriptions of the same signal.

Where it is used

Event-based forecast
An estimate run only after a defined source event occurs.
Event-driven
A workflow triggered or made publishable by a defined event.

Where it is used

EWM
Exponentially weighted moving average that gives more weight to recent observations and smooths an index over time.

Where it is used

Facts-only templating
A generation method in which the public text is built from controlled templates and communicable facts rather than free reuse of source prose.

Where it is used

Fail-closed
A policy in which uncertainty, missing data or failed verification blocks the action rather than allowing it.

Where it is used

Failure mode
A known way in which a system may fail, stop or produce a misleading result.

Where it is used

FRP
Fire Radiative Power: a satellite measure of thermal-anomaly radiative energy, used as a proxy with observation-coverage controls.

Where it is used

Gaussian Mixture Model (GMM)
A probabilistic model representing data as a mixture of Gaussian distributions; here used for latent regimes.

Where it is used

Generative AI
Models that produce new text, images or other content from instructions and data.

Where it is used

Graceful degradation
Use of a declared fallback or reduced output when a modality is unavailable.

Where it is used

Grapheme count
The count of user-perceived characters, used to keep a Bluesky post within length limits.

Where it is used

Hash-guard
A check that recognises identical or near-identical content to prevent duplicates.
Haversine
A formula for great-circle distance between two geographic coordinates on a sphere.

Where it is used

Hawkes process
A self-exciting temporal model: an event temporarily raises the probability of subsequent events; used here as an event-history baseline.

Where it is used

Idempotency
Property by which a retry does not create duplicate effects.

Where it is used

Independence group
A label that prevents the final post from using two sources considered too close or dependent.
Lagrangian advection
A calculation that updates a point position over time by following a wind field.

Where it is used

LCOH
Levelized Cost of Hydrogen: modelled unit hydrogen cost over a stated economic life and boundary.

Where it is used

Log
A chronological record of system events, checks and errors.

Where it is used

LP / MILP
Linear and mixed-integer linear programming for optimising decisions subject to constraints.

Where it is used

MAD
Median Absolute Deviation: the median absolute distance from the median, a robust dispersion measure.

Where it is used

MLOps
Practices for versioning, testing, deploying and monitoring models and pipelines.

Where it is used

MLP
A feed-forward neural network used to classify input configurations.

Where it is used

Modality gate
A selection rule that compares modalities and baselines across folds and chooses the best-calibrated probability source for a horizon.

Where it is used

Neural network
A layered model of numerical transformations used for complex relationships.

Where it is used

Offline test
A check performed with controlled data without relying on a live external source.
OOD (Out-of-distribution)
A condition in which a new case lies outside the distribution represented by the data used to build or calibrate a model.

Where it is used

PDS / AppView
The PDS is the server that stores the AT Protocol record; AppView is the public view that exposes it in Bluesky interfaces.
Prequential selection
Model choice at each step using only evaluation outcomes already observed in the past.

Where it is used

Purged walk-forward
A temporal evaluation that advances through time while removing observations near boundaries to avoid train-test contamination.

Where it is used

Quality gate
An automated check that allows, blocks or skips an output.

Where it is used

Quality-aware fusion
Combination of multiple modalities in which each signal weight also depends on its quality and availability.

Where it is used

Regression
A method that estimates a numerical value from available variables.

Where it is used

Release lag
Delay between the period a datum refers to and the time it actually becomes available.

Where it is used

Rich-text facet
AT Protocol metadata that makes a textual reference clickable inside the post, for example a source link.
Ridge regression
Linear regression with an L2 penalty, useful for stabilising coefficients when features are correlated.

Where it is used

Robust rescaling
A transformation that limits outlier influence, often using quantiles, median or interquartile range.
Robust z-score
Standardisation based on robust statistics such as the median and MAD, reducing sensitivity to outliers.

Where it is used

RPA
Automation of repetitive activity coordinating sources, rules, files, reports and external systems.

Where it is used

Sensor health
Freshness, completeness and quality indicators describing the current reliability of a sensor or modality.

Where it is used

Soft sensor
A model that estimates a variable not measured continuously from other available variables.

Where it is used

Source policy registry
A domain registry containing reuse permissions, risk tier and the behaviour allowed in live publication.
Split-conformal
A conformal method using a separate calibration set to build intervals with empirical coverage.

Where it is used

State machine
Explicit states and transitions governing system behaviour from thresholds, direction and confirming signals.

Where it is used

Structural graph
An explicit node-and-edge network representing transmission hypotheses; it does not prove causality by itself.

Where it is used

Synthetic data
Artificial observations generated by an explicit model or scenario: synthetic data (simulated data) are not real measurements.

Where it is used

Temporal embargo
An excluded interval between training and test that reduces leakage from overlapping episodes or features.

Where it is used

Theme bundle
A comparison of sources on the same domain without claiming they describe the same event.

Where it is used

TID / record key
A valid stable identifier used to create or update an AT Protocol record.
Time series
A sequence of observations ordered in time.

Where it is used

VONA
Volcano Observatory Notice for Aviation: an official volcano-observatory communication for aviation context.

Where it is used

Walk-forward
Temporal evaluation in which training and test windows move forward without mixing future data.

Where it is used

Z-score
Distance from the mean measured in standard deviations.

Where it is used