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other parent Isaac Wesley (Glascow) Glasgow)","uncommon given names recur in both otherwise distinct descendant branches: George +5 (59 public profiles; subject branch: George Glasgow; candidate branch: George Houston Glasgow, George Irvin Glasgow; +2 repetition bonus); Ann +3 (40 public profiles; subject branch: Ann Isabella (Glasgow) Williams; candidate branch: Ann Catherine (Glasgow) Peery) (+12 total including +4 multi-name bonus)","the candidate's own child family has 2 known-position naming matches (+3; branch-level validation)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)","candidate's household recorded John Green Glasgow in Currituck, Currituck, North Carolina, United States within 1 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":7,"factors":["age","candidate-family tradition","contemporaneous household conflict","rare branch-name recurrence","rare name bundle","spouse-specific child window","two-generation chronology"],"indirect_factor_count":7,"suggested_co_parent":{"id":"Glascow-14","name":"Isaac Wesley (Glascow) Glasgow","html_url":"/people/glascow-14.html"}},{"id":"Warwick-2388","name":"Ann (Warwick) Glasgow","catalogue_id":"warwick-2388","html_url":"/people/warwick-2388.html","birth_year":1790,"death_year":null,"gender":"Female","age_gap":28,"age_gap_label":"28 years","role":"possible mother","locations":["Ireland","County Antrim — exact locality unproved"],"score":5,"classification":"weak lead","reasons":["plausible 28-year parent-child age gap (+18)","candidate's birth is 60 years before the subject's earliest dated child (1850), a compatible grandparent-generation interval (+4)","a known child was born within 3 years of the subject (+3)","candidate's name matches the second dated daughter Ann Isabella (Glasgow) Williams, the expected mother position for a male subject (+5; 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catalogue rarity 1, Ann in 40 profiles)","family naming controls: 0 supporting and 1 conflicting known positions (already reflected in naming weight)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","sex-aware ordered naming","tradition validation","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Herkimer-106","name":"Ann Mary (Herkimer) Glasgow","catalogue_id":"herkimer-106","html_url":"/people/herkimer-106.html","birth_year":1803,"death_year":null,"gender":"Female","age_gap":15,"age_gap_label":"15 years","role":"possible mother","locations":["Upper Canada"],"score":0,"classification":"weak lead","reasons":["possible 15-year parent-child age gap (+10)","candidate's birth is 47 years before the subject's earliest dated child (1850), a compatible grandparent-generation interval (+4)","candidate's name matches the second dated daughter Ann Isabella (Glasgow) Williams, the expected mother position for a male subject (+5; catalogue rarity 1, Ann in 40 profiles)","family naming controls: 0 supporting and 1 conflicting known positions (already reflected in naming weight)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","sex-aware ordered naming","tradition validation","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"McCormack-3356","name":"Ann (McCormack) Glasgow","catalogue_id":"mccormack-3356","html_url":"/people/mccormack-3356.html","birth_year":1795,"death_year":1847,"gender":"Female","age_gap":23,"age_gap_label":"23 years","role":"possible mother","locations":["Cookstown, County Tyrone, Ireland","Gortin, Derryloran, Cookstown, County Tyrone, Ireland","Cookstown"],"score":0,"classification":"weak lead","reasons":["plausible 23-year parent-child age gap (+18)","candidate's birth is 55 years before the subject's earliest dated child (1850), a compatible grandparent-generation interval (+4)","subject's birth fits between children attributed to the same parental couple (1815–1837) (+6; other parent Samuel Glasgow)","candidate's name matches the second dated daughter Ann Isabella (Glasgow) Williams, the expected mother position for a male subject (+5; catalogue rarity 1, Ann in 40 profiles)","family naming controls: 0 supporting and 1 conflicting known positions (already reflected in naming weight)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)","candidate's household recorded John Glasgow in Gortin, Derryloran, Cookstown, County Tyrone, Ireland, United Kingdom within 3 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":6,"factors":["age","contemporaneous household conflict","sex-aware ordered naming","spouse-specific child window","tradition validation","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":{"id":"Glasgow-2054","name":"Samuel Glasgow","html_url":"/people/glasgow-2054.html"}}],"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."}}