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possible twins or date uncertainty)","known spouse Nancy (Fuller) Glasgow had a bounded, possibly plausible maternal age (18) at the subject's birth (+3)","the same sex-aware parent-name position recurs independently in sibling households: Alexander Glasgow → John Martin Glasgow (+3)"],"conflicts":["a different father is marked confident (−25; WikiTree: confident parent)","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","household chronology","sibling-household replication","spouse chronology"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"McCracken-5681","name":"Maryann (McCracken) Glasgow","catalogue_id":"mccracken-5681","html_url":"/people/mccracken-5681.html","birth_year":1822,"death_year":null,"gender":"Female","age_gap":26,"age_gap_label":"26 years","role":"possible mother","locations":["County Antrim — exact locality unproved"],"score":24,"classification":"competing linked parent","reasons":["plausible 26-year parent-child age gap (+18)","weak broad-area overlap: antrim (+1; 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not a locality match)","subject's birth fits between children attributed to the same parental couple (1839–1849) (+6; other parent George Glasgow)"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)"],"currently_linked_parent":false,"naming_signal_count":0,"relationship_certainty":"Not currently linked as parent","factor_count":3,"factors":["age","broad geography","spouse-specific child window"],"indirect_factor_count":3,"suggested_co_parent":{"id":"Glasgow-1400","name":"George Glasgow","html_url":"/people/glasgow-1400.html"}},{"id":"McNeil-2973","name":"Mary (McNeil) Glasgow","catalogue_id":"mcneil-2973","html_url":"/people/mcneil-2973.html","birth_year":1830,"death_year":null,"gender":"Female","age_gap":18,"age_gap_label":"18 years","role":"possible mother","locations":["County Antrim — exact locality unproved"],"score":7,"classification":"competing linked parent","reasons":["plausible 18-year parent-child age gap (+18)","weak broad-area overlap: antrim (+1; 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not a locality match)","subject's birth fits between children attributed to the same parental couple (1847–1867) (+6; other parent Robert Glasgow)","candidate and subject share the given name Ann (+5; weak direct parent-child name recurrence, 41 public profiles)","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)","candidate's household recorded John Glasgow in Ballymena, County Antrim, Ireland, United Kingdom 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":6,"factors":["age","broad geography","candidate-family tradition","contemporaneous household conflict","same-sex generational naming","spouse-specific child window"],"indirect_factor_count":6,"suggested_co_parent":{"id":"Glasgow-1656","name":"Robert Glasgow","html_url":"/people/glasgow-1656.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."}}