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grouping is not kinship evidence)","subject's birth fits between children attributed to the same parental couple (1803–1822) (+6; other parent William Glasgow)","a candidate spouse matches the first dated son William E Glasgow, the expected father position (+3; William in 222 profiles)","uncommon given names recur in both otherwise distinct descendant branches: Eliza +10 (23 public profiles; subject branch: Eliza E (Glasgow) Troxell; candidate branch: Eliza Grace Glasgow, Eliza Jane (Glasgow) Nelson; +2 repetition bonus); Nancy +7 (49 public profiles; subject branch: Nancy (Glasgow) Brubaker; candidate branch: Nancy Crockett (Glasgow) Black, Nancy Elvira (Glasgow) Rownd; +4 repetition bonus) (+21 total including +4 multi-name bonus)"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)","same country, but no indexed locality overlap (−10)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":6,"factors":["age","rare branch-name recurrence","rare name bundle","sex-aware ordered naming","spouse-specific child window","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":{"id":"Glasgow-563","name":"William Glasgow","html_url":"/people/glasgow-563.html"}},{"id":"Cannady-99","name":"Dosha (Cannady) Glasgow","catalogue_id":"cannady-99","html_url":"/people/cannady-99.html","birth_year":1792,"death_year":1848,"gender":"Female","age_gap":27,"age_gap_label":"27 years","role":"possible mother","locations":["Wake County, North Carolina, United States","Weakley County, Tennessee, United States"],"score":21,"classification":"competing linked parent","reasons":["plausible 27-year parent-child age gap (+18)","candidate's birth is 55 years before the subject's earliest dated child (1847), a compatible grandparent-generation interval (+4)","same research cluster (+0; grouping is not kinship evidence)","subject's birth fits between children attributed to the same parental couple (1813–1831) (+6; other parent Isaac Wesley (Glascow) Glasgow)","uncommon given names recur in both otherwise distinct descendant branches: Susan +8 (18 public profiles; subject branch: Susan E (Glasgow) Troxell; candidate branch: Susan Caroline Glasgow); Nancy +3 (49 public profiles; subject branch: Nancy (Glasgow) Brubaker; candidate branch: Nancy C Glasgow) (+15 total including +4 multi-name bonus)","the candidate's own child family has 2 known-position naming matches (+3; branch-level validation)"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)","same country, but no indexed locality overlap (−10)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":6,"factors":["age","candidate-family tradition","rare branch-name recurrence","rare name bundle","spouse-specific child window","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":{"id":"Glascow-14","name":"Isaac Wesley (Glascow) Glasgow","html_url":"/people/glascow-14.html"}},{"id":"Patterson-13881","name":"Sarah (Patterson) Glasgow","catalogue_id":"patterson-13881","html_url":"/people/patterson-13881.html","birth_year":1790,"death_year":null,"gender":"Female","age_gap":29,"age_gap_label":"29 years","role":"possible mother","locations":["Wythe County Virginia","Pulaski County Virginia"],"score":16,"classification":"competing linked parent","reasons":["plausible 29-year parent-child age gap (+18)","candidate's birth is 57 years before the subject's earliest dated child (1847), a compatible grandparent-generation interval (+4)","same research cluster (+0; grouping is not kinship evidence)","subject's birth fits between children attributed to the same parental couple (1812–1821) (+6; other parent William Glasgow)","a candidate spouse matches the first dated son William E Glasgow, the expected father position (+3; William in 222 profiles)"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)","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":4,"factors":["age","sex-aware ordered naming","spouse-specific child window","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":{"id":"Glasgow-3678","name":"William Glasgow","html_url":"/people/glasgow-3678.html"}},{"id":"Glasgow-1964","name":"Hadassah Esther (Glasgow) Dryden","catalogue_id":"glasgow-1964","html_url":"/people/glasgow-1964.html","birth_year":1776,"death_year":1846,"gender":"Female","age_gap":43,"age_gap_label":"43 years","role":"possible mother","locations":["Pennsylvania, United States","Highland, Ohio, United States"],"score":15,"classification":"competing linked parent","reasons":["possible 43-year parent-child age gap (+10)","candidate's birth is 71 years before the subject's earliest dated child (1847), a compatible grandparent-generation interval (+4)","same broad administrative area only (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Eliza +8 (23 public profiles; niece/nephew Eliza Jane (Glasgow) McNeil); Nancy +7 (49 public profiles; niece/nephew Nancy Ann Glasgow, niece/nephew Nancy Crockett (Glasgow) Black; +4 repetition bonus) (+15 total)"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","broad geography","collateral naming","two-generation chronology"],"indirect_factor_count":4,"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."}}