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profiles)"],"conflicts":["locality comparison is unavailable because one or both profiles lack adequate place data (no deduction)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":3,"factors":["age","sex-aware ordered naming","two-generation chronology"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Glasgow-3520","name":"Elizabeth (Glasgow) Stewart","catalogue_id":"glasgow-3520","html_url":"/people/glasgow-3520.html","birth_year":1781,"death_year":null,"gender":"Female","age_gap":9,"age_gap_label":"nominally 9 years; approximate dates permit about 15–19 years","role":"possible mother","locations":["Glasgow, Lanarkshire, Scotland","Glasgow"],"score":15,"classification":"weak lead","reasons":["the nominal 9-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (15–19 years) (+4)","candidate's birth is 34 years before the subject's earliest dated child (1815), a marginal two-generation interval (+1)","mapped Glasgow is 7.5 km from the subject's birth-period Govan, Renfrewshire, Scotland (+2; one or both placements are unproved)","same research cluster (+0; grouping is not kinship evidence)","candidate's name matches the second dated daughter Elizabeth Glasgow, the expected mother position for a male subject (+3; catalogue rarity 0, Elizabeth in 140 profiles)","family naming controls: 0 supporting and 2 conflicting known positions (already reflected in naming weight)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["parentage requires the approximate birth estimate to be early enough (no deduction)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":6,"factors":["age","indirect multi-factor convergence","mapped proximity","sex-aware ordered naming","tradition validation","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":null}],"method":"Automated leads use birth surnames—not married surnames—as parental eligibility, role-specific biological age limits, bounded and approximate-date uncertainty, household chronology, specific time-aware localities, mapped distance, tenancy succession, migration destinations and sex-aware Scottish naming positions across generations. People already attached as the subject's parents stay in the identity summary and are excluded from this alternative-candidate list, regardless of relationship confidence. The main calibration uses clues available on disconnected profiles; existing parent and sibling links are retained as comparison context rather than treated as transferable evidence. Common ordered names and grandparent-to-child echoes receive a small non-zero weight, so a John or James match can support several independent criteria without producing a lead alone. Rare names, repeated bearers and bundles across otherwise distinct branches receive substantially more weight according to catalogue frequency. An exact migration place is weighted by its rarity and repetition across both branches; a shared destination country is worth only one point. Extra weight is added only when at least three independent clue types converge: naming, locality, specific migration, household chronology or collateral networks. Sparse profiles retain a clearly labelled chronology-only fallback instead of disappearing. Countries, states, counties and research clusters do not count as a shared locality, and fallback, broad representative or kin-inferred coordinates are excluded from distance scoring. Shared descendant profiles are removed before branch-name comparison. A candidate already recorded as a parent-in-law is excluded. A confident or independently supported parent is treated as settled; uncertain and unassessed attachments remain open to alternative comparison. A different linked parent, an uncle/aunt or grandparent path, and a matching existing child profile prevent an alternative from being classified as a strong direct-parent lead until the underlying tree conflict or duplicate is resolved. Familiar forms such as Bessie are normalised. Surname remains an eligibility filter worth zero points.","warning":"Naming customs, shared farms and occupations are circumstantial. Children, spouses and collateral relatives may be missing, and tree-derived family networks are not independent evidence. Scores rank research leads; they do not prove parentage."}}