Running pattern detector against the corpus
The dataset shows entities the upstream entity-resolution pipeline adjudicated as RELATED to other funded entities — distinct legal registrations that share a name, structure, or governance lineage — where related-party relationships are more likely to materialise.
Glassbox surfaces correlations and observations, not findings of misconduct. Severity is a calibrated read on how strongly the dataset matches the pattern definition — a starting point for review, not a verdict.
The match meets the pattern threshold but the signal is the lower band. Normal review queue.
The match exceeds the routine threshold. Worth a closer look — pull the source rows, walk the citation.
The match is in the highest band of the calibrated scale. Recommend: prioritise for active review.
Severity is computed from the detection signal · general.entity_merge_candidates.llm_verdict = 'RELATED' (Splink candidate → LLM adjudication) edges joined to general.entity_golden_records on both sides · ≥ 2 distinct RELATED counterparties · confidence ≥ 0.7 · signal = related-counterparty count · severity weights cross-dataset presence and source-record volume
The dataset shows BIG BROTHERS AND BIG SISTERS OF RED DEER AND DISTRICT (charitable_org) adjudicated as RELATED to 2 other entities by the entity-resolution pipeline (mean verdict confidence 0.72) — BIG BROTHERS AND BIG SISTERS OF RED DEER & DISTRICT AND RED DEER YOUTH VOLUNTEER|BIG BROTHERS AND BIG SISTERS OF RED DEER & DISTRICT ET RED DEER YOUTH VOLUNTEER; BIG BROTHERS OF RED DEER & DISTRICT.; it appears in 3 datasets (cra, fed, ab) with 81 source records. Glassbox surfaces the network; the funder verifies governance overlap.
Why this may be benign · Federated charities (United Way / Centraide, Jewish federations, national bodies with provincial or local chapters) are legally distinct entities that are related by charter — relatedness is disclosed, not hidden.
Aggregated from the matches below. Severity bands are calibrated per pattern; counts and dollar totals reflect this snapshot only.
The dataset shows Adsum Association for Women & Children (charity) adjudicated as RELATED to 2 other entities by the entity-resolution pipeline (mean verdict confidence 0.72) — ADSUM CENTRE FOR WOMEN AND CHILDREN; ADSUM SUNFLOWER (CENTRE FOR WOMEN AND CHILDREN); it appears in 2 datasets (cra, fed) with 241 source records. Glassbox surfaces the network; the funder verifies governance overlap.
The dataset shows Agency Chiefs Tribal Council Inc. (charity) adjudicated as RELATED to 2 other entities by the entity-resolution pipeline (mean verdict confidence 0.83) — AGENCY CHIEFS CHILD & FAMILY SERVICES CORP.; Mamowe Opikihawasowin Tribal Chiefs Child and Family Services West Society; it appears in 2 datasets (cra, fed) with 107 source records. Glassbox surfaces the network; the funder verifies governance overlap.
The dataset shows Society for Autism Support and Services (Calgary Region) (charity) adjudicated as RELATED to 2 other entities by the entity-resolution pipeline (mean verdict confidence 0.83) — SOCIETY FOR AUTISM SUPPORT AND SERVICES (CALGARY REGION) HOUSING CORPORATION; SOCIETY FOR AUTISM SUPPORT AND SERVICES - EARLY INTERVENTION PROGRAM; it appears in 3 datasets (ab, cra, fed) with 239 source records. Glassbox surfaces the network; the funder verifies governance overlap.