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true age remains uncertain)","subject's birth fits within the candidate's overall child-bearing span (1824–1842) (+3; children are not tied to one spouse)","the subject's given name Sarah recurs below 3 independent child branches of candidate's child Mary Glasgow (John R Glasgow branch: Sarah Elizabeth (Glasgow) Kirk; Samuel Ramsey Glasgow branch: Sarah Jane (Glasgow) Henry; Sarah (Glasgow) McCracken branch: Sarah (Glasgow) McCracken) (+17; catalogue rarity 0, Sarah in 95 profiles; grandchild-level echo, supports investigating the subject as that child's missing sibling)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)","candidate's household recorded Nancy Ann (Glasgow) Henry in Killycurragh, County Tyrone, 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":4,"factors":["age","contemporaneous household conflict","household chronology","missing-sibling descendant echo"],"indirect_factor_count":4,"suggested_co_parent":null},{"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":41,"age_gap_label":"41 years","role":"possible mother","locations":["Wythe County Virginia","Pulaski County Virginia"],"score":14,"classification":"weak lead","reasons":["possible 41-year parent-child age gap (+10)","candidate and subject share the given name Sarah (+4; weak direct parent-child name recurrence, 95 public 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":2,"factors":["age","same-sex generational naming"],"indirect_factor_count":2,"suggested_co_parent":null},{"id":"Glasgow-3042","name":"Sarah Glasgow","catalogue_id":"glasgow-3042","html_url":"/people/glasgow-3042.html","birth_year":1794,"death_year":1847,"gender":"Female","age_gap":37,"age_gap_label":"37 years","role":"possible mother","locations":["South Carolina, United States"],"score":3,"classification":"weak lead","reasons":["plausible 37-year parent-child age gap (+18)","subject's birth fits between children attributed to the same parental couple (1817–1855) (+6; other parent James Glasgow)","candidate and subject share the given name Sarah (+4; weak direct parent-child name recurrence, 95 public profiles)"],"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":3,"factors":["age","same-sex generational naming","spouse-specific child window"],"indirect_factor_count":3,"suggested_co_parent":{"id":"Glasgow-2439","name":"James Glasgow","html_url":"/people/glasgow-2439.html"}},{"id":"Glasgow-65","name":"Sarah (Glasgow) Gaines","catalogue_id":"glasgow-65","html_url":"/people/glasgow-65.html","birth_year":1825,"death_year":null,"gender":"Female","age_gap":6,"age_gap_label":"nominally 6 years; approximate dates permit about 15–16 years","role":"possible mother","locations":["Virginia, United States"],"score":0,"classification":"weak lead","reasons":["the nominal 6-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (15–16 years) (+4)","candidate and subject share the given name Sarah (+4; weak direct parent-child name recurrence, 95 public profiles)"],"conflicts":["parentage requires the approximate birth estimate to be early enough (no deduction)","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","same-sex generational naming"],"indirect_factor_count":2,"suggested_co_parent":null},{"id":"Glasgow-1180","name":"Sarah (Glasgow) Kermode","catalogue_id":"glasgow-1180","html_url":"/people/glasgow-1180.html","birth_year":1824,"death_year":1894,"gender":"Female","age_gap":7,"age_gap_label":"nominally 7 years; approximate dates permit about 15–17 years","role":"possible mother","locations":["Gortin, Derryloran, Cookstown, County Tyrone, Ireland, United Kingdom","Walcha, Walcha Shire, New South Wales, Australia","Gortin townland — Oritor/Derryloran"],"score":0,"classification":"weak lead","reasons":["the nominal 7-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (15–17 years) (+4)","candidate and subject share the given name Sarah (+4; weak direct parent-child name recurrence, 95 public profiles)"],"conflicts":["parentage requires the approximate birth estimate to be early enough (no deduction)","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","same-sex generational naming"],"indirect_factor_count":2,"suggested_co_parent":null},{"id":"Ferguson-16492","name":"Ann Jane (Ferguson) Glasgow","catalogue_id":"ferguson-16492","html_url":"/people/ferguson-16492.html","birth_year":1823,"death_year":1912,"gender":"Female","age_gap":8,"age_gap_label":"nominally 8 years; approximate dates permit about 15–18 years","role":"possible mother","locations":["Ireland","Ballynasollus,  Cookstown, County Tyrone, Ireland","County Antrim — exact locality unproved"],"score":0,"classification":"weak lead","reasons":["the nominal 8-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (15–18 years) (+4)","the subject's given name Sarah recurs below 2 independent child branches of candidate's child James Glasgow (Robert Glasgow branch: Sarah Marion Olive Glasgow; Sarah Anne Glasgow branch: Sarah Anne Glasgow) (+14; catalogue rarity 0, Sarah in 95 profiles; grandchild-level echo, supports investigating the subject as that child's missing sibling)"],"conflicts":["parentage requires the approximate birth estimate to be early enough (no deduction)","candidate is recorded only outside the subject's birth country (−25)","candidate already has another child named Sarah Glasgow (Glasgow-1736) 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":2,"factors":["age","missing-sibling descendant echo"],"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."}}
