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subject branch: Isabella Susan (Glasgow) Spoors; candidate branch: Isabella Glasgow) (+8 total)","the candidate's own child family has 2 known-position naming matches (+3; branch-level validation)"],"conflicts":["parentage requires the approximate birth estimate to be early enough (no deduction)","candidate is recorded only outside the subject's birth country (−25)","subject lies more than 20 years from the candidate's known child-bearing period (−6; children may be missing)","candidate already has another child named Isabella Glasgow (Glasgow-1721) 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":3,"factors":["age","candidate-family tradition","rare branch-name recurrence"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Glasgow-1684","name":"Thomas Glasgow","catalogue_id":"glasgow-1684","html_url":"/people/glasgow-1684.html","birth_year":1815,"death_year":1844,"gender":"Male","age_gap":16,"age_gap_label":"at least 16 years","role":"possible father","locations":["Killycurragh, Derryloran, County Tyrone, Ireland, United Kingdom","Ireland — exact locality unproved","Killycurragh townland — Oritor/Derryloran"],"score":0,"classification":"weak lead","reasons":["bounded birth date gives a parent-child age gap of at least 16 years (+10; true age remains uncertain)","a known child was born within 4 years of the subject (+1)","known spouse Elizabeth (Ferguson) Dougal had a bounded, possibly plausible maternal age (19) at the subject's birth (+3)","uncommon given names recur in both otherwise distinct descendant branches: Isabella +8 (27 public profiles; subject branch: Isabella Susan (Glasgow) Spoors; candidate branch: Isabella (Glasgow) Graham) (+8 total)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)","candidate's household recorded James Glasgow in Killycurragh, Derryloran, County Tyrone, Ireland, United Kingdom within 4 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":5,"factors":["age","contemporaneous household conflict","household chronology","rare branch-name recurrence","spouse chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-3543","name":"David Glasgow","catalogue_id":"glasgow-3543","html_url":"/people/glasgow-3543.html","birth_year":1804,"death_year":null,"gender":"Male","age_gap":27,"age_gap_label":"27 years","role":"possible father","locations":["Buteshire, Scotland, United Kingdom"],"score":0,"classification":"weak lead","reasons":["plausible 27-year parent-child age gap (+18)","a known child was born within 5 years of the subject (+1)","known spouse Agnes Glasgow had a plausible maternal age (18) at the subject's birth (+7)","uncommon given names recur in both otherwise distinct descendant branches: Isabella +8 (27 public profiles; subject branch: Isabella Susan (Glasgow) Spoors; candidate branch: Isabella (Glasgow) Traill) (+8 total)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)","candidate's household recorded Isabella (Glasgow) Traill in Cathedral, Manchester, Lancashire, England, United Kingdom within 6 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)","candidate already has another child named Isabella (Glasgow) Traill (Glasgow-2806) 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":5,"factors":["age","contemporaneous household conflict","household chronology","rare branch-name recurrence","spouse chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-2695","name":"Alexander Glasgow","catalogue_id":"glasgow-2695","html_url":"/people/glasgow-2695.html","birth_year":1803,"death_year":null,"gender":"Male","age_gap":28,"age_gap_label":"28 years","role":"possible father","locations":["Colinton, Midlothian, Scotland, United Kingdom","Midlothian — exact locality unproved"],"score":0,"classification":"weak lead","reasons":["plausible 28-year parent-child age gap (+18)","subject's birth fits between children attributed to the same parental couple (1829–1840) (+6; other parent Margaret (Murray) Glasgow)","known spouse Margaret (Murray) Glasgow had a plausible maternal age (27) at the subject's birth (+7)","uncommon given names recur in both otherwise distinct descendant branches: Isabella +8 (27 public profiles; subject branch: Isabella Susan (Glasgow) Spoors; candidate branch: Isabella Glasgow) (+8 total)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)","candidate's household recorded James Glasgow in Crichton, Midlothian, Scotland, United Kingdom within 1 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)","candidate already has another child named Isabella Glasgow (Glasgow-1576) 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":5,"factors":["age","contemporaneous household conflict","rare branch-name recurrence","spouse chronology","spouse-specific child window"],"indirect_factor_count":5,"suggested_co_parent":{"id":"Murray-33072","name":"Margaret (Murray) Glasgow","html_url":"/people/murray-33072.html"}},{"id":"Glasgow-3544","name":"Agnes Glasgow","catalogue_id":"glasgow-3544","html_url":"/people/glasgow-3544.html","birth_year":1813,"death_year":1846,"gender":"Female","age_gap":18,"age_gap_label":"18 years","role":"possible mother","locations":["Manchester, Lancashire, England, United Kingdom","Lancashire, England, United Kingdom","Manchester, Lancashire, England"],"score":1,"classification":"weak lead","reasons":["plausible 18-year parent-child age gap (+18)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 5 years of the subject (+1)","uncommon given names recur in both otherwise distinct descendant branches: Isabella +8 (27 public profiles; subject branch: Isabella Susan (Glasgow) Spoors; candidate branch: Isabella (Glasgow) Traill) (+8 total)"],"conflicts":["same country, but no indexed locality overlap (−10)","candidate's household recorded Isabella (Glasgow) Traill in Cathedral, Manchester, Lancashire, England, United Kingdom within 6 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)","candidate already has another child named Isabella (Glasgow) Traill (Glasgow-2806) 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","household chronology","rare branch-name recurrence"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Glenn-6362","name":"Isabella (Glenn) Glasgow","catalogue_id":"glenn-6362","html_url":"/people/glenn-6362.html","birth_year":1810,"death_year":1868,"gender":"Female","age_gap":21,"age_gap_label":"21 years","role":"possible mother","locations":["Maryland, United States","Adair, Missouri, United States"],"score":1,"classification":"weak lead","reasons":["plausible 21-year parent-child age gap (+18)","a known child was born within 4 years of the subject (+1)","candidate and subject share the given name Isabella (+7; weak direct parent-child name recurrence, 27 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","household chronology","same-sex generational naming"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Loughlin-342","name":"Isabella (Loughlin) Glasgow","catalogue_id":"loughlin-342","html_url":"/people/loughlin-342.html","birth_year":1823,"death_year":1894,"gender":"Female","age_gap":8,"age_gap_label":"nominally 8 years; approximate dates permit about 15–18 years","role":"possible mother","locations":["Cavanreagh, Ballynascreen, County Londonderry, Ireland","Killycurragh, Derryloran, County Tyrone, Ireland","County Londonderry — 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)","candidate and subject share the given name Isabella (+7; weak direct parent-child name recurrence, 27 public profiles)","uncommon given names recur in both otherwise distinct descendant branches: Isabella +8 (27 public profiles; subject branch: Isabella Susan (Glasgow) Spoors; candidate branch: Isabella Glasgow) (+8 total)"],"conflicts":["parentage requires the approximate birth estimate to be early enough (no deduction)","candidate is recorded only outside the subject's birth country (−25)","subject lies more than 20 years from the candidate's known child-bearing period (−6; children may be missing)","candidate already has another child named Isabella Glasgow (Glasgow-1721) without a documented death permitting name reuse (−4; check whether the child profiles duplicate or conflict)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":3,"factors":["age","rare branch-name recurrence","same-sex generational naming"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Forsyth-878","name":"Christina (Forsyth) Glasgow","catalogue_id":"forsyth-878","html_url":"/people/forsyth-878.html","birth_year":1815,"death_year":1858,"gender":"Female","age_gap":16,"age_gap_label":"16 years","role":"possible mother","locations":["Airdrie, Lanarkshire, Scotland, United Kingdom","Lanarkshire — exact locality unproved"],"score":0,"classification":"weak lead","reasons":["possible 16-year parent-child age gap (+10)","a known child was born within 6 years of the subject (+1)","uncommon given names recur in both otherwise distinct descendant branches: Isabella +8 (27 public profiles; subject branch: Isabella Susan (Glasgow) Spoors; candidate branch: Isabella (Glasgow) Wells) (+8 total)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)","candidate's household recorded Helen Glasgow in Airdrie, Lanarkshire, Scotland, United Kingdom within 6 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)","candidate already has another child named Isabella (Glasgow) Wells (Glasgow-440) 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","household chronology","rare branch-name recurrence"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Ferguson-8028","name":"Elizabeth (Ferguson) Dougal","catalogue_id":"ferguson-8028","html_url":"/people/ferguson-8028.html","birth_year":1812,"death_year":1901,"gender":"Female","age_gap":19,"age_gap_label":"19 years","role":"possible mother","locations":["County Tyrone, Ireland","Killycurragh, Derryloran, Cookstown, Tyrone, Ireland","County Tyrone — exact locality unproved"],"score":0,"classification":"weak lead","reasons":["plausible 19-year parent-child age gap (+18)","a known child was born within 4 years of the subject (+1)","uncommon given names recur in both otherwise distinct descendant branches: Isabella +8 (27 public profiles; subject branch: Isabella Susan (Glasgow) Spoors; candidate branch: Isabella (Glasgow) Graham) (+8 total)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)","candidate's household recorded James Glasgow in Killycurragh, Derryloran, County Tyrone, Ireland, United Kingdom within 4 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","rare branch-name recurrence"],"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."}}