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grouping is not kinship evidence)","subject's birth fits between children attributed to the same parental couple (1863–1882) (+6; other parent John Glasgow)","candidate's other children share uncommon given names with the subject's recorded siblings: Matilda +12 (14 public profiles) (+12 total)"],"conflicts":["same country, but no indexed locality overlap (−10)","candidate's household recorded Frances Glasgow in Killycurragh, Derryloran, Cookstown, County Tyrone, Ireland, United Kingdom within 0 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":4,"factors":["age","contemporaneous household conflict","rare sibling-name pattern","spouse-specific child window"],"indirect_factor_count":3,"suggested_co_parent":{"id":"Glasgow-1706","name":"John Glasgow","html_url":"/people/glasgow-1706.html"}},{"id":"Glasgow-1648","name":"Mary Glasgow","catalogue_id":"glasgow-1648","html_url":"/people/glasgow-1648.html","birth_year":1842,"death_year":1917,"gender":"Female","age_gap":38,"age_gap_label":"38 years","role":"possible mother","locations":["Killycurragh, Derryloran, Cookstown, County Tyrone, Ireland, United Kingdom","Ballynagilly, Lissan, Cookstown, County Tyrone, Ireland, United Kingdom","Killycurragh townland — Oritor/Derryloran"],"score":13,"classification":"weak lead","reasons":["plausible 38-year parent-child age gap (+18)","subject's birth fits between children attributed to the same parental couple (1859–1882) (+6; 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grouping is not kinship evidence)","subject's birth fits between children attributed to the same parental couple (1863–1883) (+6; other parent Thomas James Glasgow)","uncommon given names recur in both otherwise distinct descendant branches: Emily +12 (11 public profiles; subject branch: Emily Glasgow; candidate branch: Emily (Glasgow) French) (+12 total)"],"conflicts":["same country, but no indexed locality overlap (−10)","candidate's household recorded Anna Glasgow in Drumnaglogh, Kildress, Cookstown, County Tyrone, Ireland, United Kingdom within 0 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)","candidate already has another child named Emily (Glasgow) French (Glasgow-1807) without a documented death permitting name reuse (−4; check whether the child profiles duplicate or conflict)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","contemporaneous household conflict","rare branch-name recurrence","spouse-specific child window"],"indirect_factor_count":4,"suggested_co_parent":{"id":"Glasgow-1700","name":"Thomas James Glasgow","html_url":"/people/glasgow-1700.html"}},{"id":"Moore-97554","name":"Mary Barnhill (Moore) Glasgow","catalogue_id":"moore-97554","html_url":"/people/moore-97554.html","birth_year":1844,"death_year":null,"gender":"Female","age_gap":36,"age_gap_label":"36 years","role":"possible mother","locations":["North Carolina, United States"],"score":5,"classification":"weak lead","reasons":["plausible 36-year parent-child age gap (+18)","candidate's other children share uncommon given names with the subject's recorded siblings: Edward +12 (13 public profiles) (+12 total)"],"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":2,"factors":["age","rare sibling-name pattern"],"indirect_factor_count":1,"suggested_co_parent":null},{"id":"Glasgow-2035","name":"Emily (Glasgow) Dunster","catalogue_id":"glasgow-2035","html_url":"/people/glasgow-2035.html","birth_year":1866,"death_year":1950,"gender":"Female","age_gap":14,"age_gap_label":"nominally 14 years; approximate dates permit about 15–24 years","role":"possible mother","locations":["Killycurragh, Derryloran, Cookstown, County Tyrone, Ireland, United Kingdom","Toowoomba, Queensland, Australia","Killycurragh townland — Oritor/Derryloran"],"score":2,"classification":"weak lead","reasons":["the nominal 14-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (15–24 years) (+4)","same research cluster (+0; grouping is not kinship evidence)","candidate and subject share the given name Emily (+8; weak direct parent-child name recurrence, 11 public profiles)"],"conflicts":["parentage requires the approximate birth estimate to be early enough (no deduction)","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":2,"factors":["age","same-sex generational naming"],"indirect_factor_count":2,"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."}}