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grandparent-generation interval (+4)","weak broad-area overlap: tyrone (+1; not a locality match)","subject's birth fits between children attributed to the same parental couple (1832–1851) (+6; other parent Margaret (Henry) Glasgow)","known spouse Margaret (Henry) Glasgow had a bounded, possibly plausible maternal age (23) at the subject's birth (+3)","candidate's other children share uncommon given names with the subject's recorded siblings: Jane +3 (68 public profiles) (+3 total)","uncommon given names recur in both otherwise distinct descendant branches: Anna +8 (23 public profiles; subject branch: Anna Greiner; candidate branch: Anna Glasgow); David +5 (39 public profiles; subject branch: David Glasgow, David Leslie Glasgow; candidate branch: David Allen Glasgow; +2 repetition bonus); Joseph +3 (39 public profiles; subject branch: Joseph Cunningham Glasgow; candidate branch: Joseph Glasgow) (+24 total including +8 multi-name bonus)"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":8,"factors":["age","broad geography","rare branch-name recurrence","rare name bundle","rare sibling-name pattern","spouse chronology","spouse-specific child window","two-generation chronology"],"indirect_factor_count":7,"suggested_co_parent":{"id":"Henry-14942","name":"Margaret (Henry) Glasgow","html_url":"/people/henry-14942.html"}},{"id":"Glasgow-1829","name":"Joseph Montgomery Glasgow","catalogue_id":"glasgow-1829","html_url":"/people/glasgow-1829.html","birth_year":1807,"death_year":1886,"gender":"Male","age_gap":26,"age_gap_label":"26 years","role":"possible father","locations":["Brush Creek Township, Adams, Ohio, United States","Washington, Washington, Iowa, United States"],"score":33,"classification":"competing linked parent","reasons":["plausible 26-year parent-child age gap (+18)","candidate's birth is 73 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","subject's birth fits between children attributed to the same parental couple (1830–1849) (+6; other parent Margaret Elizabeth (Black) Glasgow)","known spouse Margaret Elizabeth (Black) Glasgow had a plausible maternal age (24) at the subject's birth (+7)","candidate's given name recurs among another recorded child (+1; Joseph occurs in 39 public profiles)","uncommon given names recur in both otherwise distinct descendant branches: Anna +10 (23 public profiles; subject branch: Anna Greiner; candidate branch: Anna Mary Small (Glasgow) Wilson, Anna Elizabeth Glasgow; +2 repetition bonus); Joseph +7 (39 public profiles; subject branch: Joseph Cunningham Glasgow; candidate branch: Joseph Ellsworth Glasgow Sr, Joseph Montgomery Glasgow; +4 repetition bonus) (+21 total including +4 multi-name bonus)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Lewis +16 (2 public profiles; niece/nephew Lewis Kossuth Glasgow) (+16 total)"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)","candidate is recorded only outside the subject's birth country (−25)"],"currently_linked_parent":false,"naming_signal_count":3,"relationship_certainty":"Not currently linked as parent","factor_count":8,"factors":["age","child naming","collateral naming","rare branch-name recurrence","rare name bundle","spouse chronology","spouse-specific child window","two-generation chronology"],"indirect_factor_count":8,"suggested_co_parent":{"id":"Black-18588","name":"Margaret Elizabeth (Black) Glasgow","html_url":"/people/black-18588.html"}},{"id":"Glasgow-1675","name":"William Glasgow","catalogue_id":"glasgow-1675","html_url":"/people/glasgow-1675.html","birth_year":1799,"death_year":1855,"gender":"Male","age_gap":34,"age_gap_label":"34 years","role":"possible father","locations":["Killycurragh, Derryloran, Cookstown, County Tyrone, Ireland","Sandusky, Ohio, United States","Killycurragh townland — Oritor/Derryloran"],"score":33,"classification":"competing linked parent","reasons":["plausible 34-year parent-child age gap (+18)","candidate's birth is 81 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","weak broad-area overlap: tyrone (+1; not a locality match)","subject's birth fits between children attributed to the same parental couple (1824–1844) (+6; other parent Nancy (Glendinning) Glasgow)","known spouse Nancy (Glendinning) Glasgow had a plausible maternal age (30) at the subject's birth (+7)","candidate's name matches the first dated son William John Glasgow, the expected father position for a male subject (+3; catalogue rarity 0, William in 215 profiles)","family naming controls: 0 supporting and 3 conflicting known positions (already reflected in naming weight)","the same sex-aware parent-name position recurs independently in sibling households: James Glasgow → William John Glasgow; Robert Glasgow → William Glasgow (+6)","candidate's other children share uncommon given names with the subject's recorded siblings: Jane +3 (68 public profiles) (+3 total)"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)"],"currently_linked_parent":false,"naming_signal_count":3,"relationship_certainty":"Not currently linked as parent","factor_count":9,"factors":["age","broad geography","rare sibling-name pattern","sex-aware ordered naming","sibling-household replication","spouse chronology","spouse-specific child window","tradition validation","two-generation chronology"],"indirect_factor_count":7,"suggested_co_parent":{"id":"Glendinning-340","name":"Nancy (Glendinning) Glasgow","html_url":"/people/glendinning-340.html"}},{"id":"Glasgow-1699","name":"John Glasgow","catalogue_id":"glasgow-1699","html_url":"/people/glasgow-1699.html","birth_year":1824,"death_year":1906,"gender":"Male","age_gap":9,"age_gap_label":"nominally 9 years; approximate dates permit about 16–29 years","role":"possible father","locations":["Ireland, United Kingdom","Ballynasollus, Cookstown, County Tyrone, Ireland, United Kingdom","Kildress civil parish"],"score":32,"classification":"competing linked parent","reasons":["the nominal 9-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (16–29 years) (+4)","candidate's birth is 56 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","weak broad-area overlap: tyrone (+1; not a locality match)","candidate's other children share uncommon given names with the subject's recorded siblings: Jane +3 (68 public profiles) (+3 total)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Lewis +16 (2 public profiles; niece/nephew Lewis Stewart Glasgow); Gilbert +14 (4 public profiles; niece/nephew Gilbert J Glasgow); Martha +5 (44 public profiles; niece/nephew Martha Emily Glasgow, niece/nephew Martha Glasgow; +2 repetition bonus) (+35 total)"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)","parentage requires the approximate birth estimate to be early enough (no deduction)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","broad geography","collateral naming","rare sibling-name pattern","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Glasgow-612","name":"William Glasgow","catalogue_id":"glasgow-612","html_url":"/people/glasgow-612.html","birth_year":1822,"death_year":1879,"gender":"Male","age_gap":11,"age_gap_label":"nominally 11 years; approximate dates permit about 16–31 years","role":"possible father","locations":["Ireland, United Kingdom","Middletown, Richmond, New York, United States","Ireland — exact locality unproved"],"score":30,"classification":"competing linked parent","reasons":["the nominal 11-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (16–31 years) (+4)","candidate's birth is 58 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","candidate's name matches the first dated son William John Glasgow, the expected father position for a male subject (+3; catalogue rarity 0, William in 215 profiles)","family naming controls: 0 supporting and 3 conflicting known positions (already reflected in naming weight)","the same sex-aware parent-name position recurs independently in sibling households: James Glasgow → William John Glasgow; Robert Glasgow → William Glasgow (+6)","candidate's other children share uncommon given names with the subject's recorded siblings: Jane +3 (68 public profiles) (+3 total)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Lewis +16 (2 public profiles; niece/nephew Lewis Stewart Glasgow); Gilbert +14 (4 public profiles; niece/nephew Gilbert J Glasgow); Martha +5 (44 public profiles; niece/nephew Martha Emily Glasgow, niece/nephew Martha Glasgow; +2 repetition bonus) (+35 total)"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)","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":4,"relationship_certainty":"Not currently linked as parent","factor_count":7,"factors":["age","collateral naming","rare sibling-name pattern","sex-aware ordered naming","sibling-household replication","tradition validation","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Henry-14942","name":"Margaret (Henry) Glasgow","catalogue_id":"henry-14942","html_url":"/people/henry-14942.html","birth_year":1810,"death_year":1892,"gender":"Female","age_gap":23,"age_gap_label":"23 years","role":"possible mother","locations":["County Tyrone, Ireland","Killycurragh, Derryloran, Cookstown, County Tyrone, Ireland","County Tyrone — exact locality unproved"],"score":41,"classification":"competing linked parent","reasons":["plausible 23-year parent-child age gap (+18)","candidate's birth is 70 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","same broad administrative area only (+1; not a locality match)","subject's birth fits between children attributed to the same parental couple (1832–1851) (+6; other parent James Glasgow jun)","candidate's other children share uncommon given names with the subject's recorded siblings: Jane +3 (68 public profiles) (+3 total)","uncommon given names recur in both otherwise distinct descendant branches: Anna +8 (23 public profiles; subject branch: Anna Greiner; candidate branch: Anna Glasgow); David +5 (39 public profiles; subject branch: David Glasgow, David Leslie Glasgow; candidate branch: David Allen Glasgow; +2 repetition bonus); Joseph +3 (39 public profiles; subject branch: Joseph Cunningham Glasgow; candidate branch: Joseph Glasgow) (+24 total including +8 multi-name bonus)"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":7,"factors":["age","broad geography","rare branch-name recurrence","rare name bundle","rare sibling-name pattern","spouse-specific child window","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":{"id":"Glasgow-1701","name":"James Glasgow jun","html_url":"/people/glasgow-1701.html"}},{"id":"Miller-37219","name":"Margaret (Miller) Glasgow","catalogue_id":"miller-37219","html_url":"/people/miller-37219.html","birth_year":1794,"death_year":1851,"gender":"Female","age_gap":39,"age_gap_label":"39 years","role":"possible mother","locations":["Ireland","Pine Creek, Allegheny Co, PA","County Antrim — exact locality unproved"],"score":16,"classification":"competing linked parent","reasons":["plausible 39-year parent-child age gap (+18)","candidate's birth is 86 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","subject's birth fits between children attributed to the same parental couple (1819–1836) (+6; other parent Hugh Glasgow)","candidate's other children share uncommon given names with the subject's recorded siblings: Jane +3 (68 public profiles) (+3 total)","uncommon given names recur in both otherwise distinct descendant branches: Joseph +3 (39 public profiles; subject branch: Joseph Cunningham Glasgow; candidate branch: Joseph B Glasgow); Martha +3 (44 public profiles; subject branch: Martha Emily Glasgow; candidate branch: Martha E (Glasgow) Smith) (+10 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","rare sibling-name pattern","spouse-specific child window","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":{"id":"Glasgow-539","name":"Hugh Glasgow","html_url":"/people/glasgow-539.html"}},{"id":"Glasgow-1935","name":"Rachel Ramsey (Glasgow) Graham","catalogue_id":"glasgow-1935","html_url":"/people/glasgow-1935.html","birth_year":1803,"death_year":1848,"gender":"Female","age_gap":30,"age_gap_label":"30 years","role":"possible mother","locations":["Rockbridge, Virginia, United States","Ohio, United States"],"score":14,"classification":"competing linked parent","reasons":["plausible 30-year parent-child age gap (+18)","candidate's birth is 77 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","a candidate spouse matches the first dated son William John Glasgow, the expected father position (+2; William in 215 profiles)","the same sex-aware parent-name position recurs independently in sibling households: James Glasgow → Rachel Maud (Glasgow) Maisey with spouse-position match (+7)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Lewis +16 (2 public profiles; niece/nephew Lewis Kossuth Glasgow); Joseph +7 (39 public profiles; niece/nephew Joseph Caldwell Glasgow, niece/nephew Joseph Glasgow; +4 repetition bonus) (+23 total)"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)","candidate is recorded only outside the subject's birth country (−25)"],"currently_linked_parent":false,"naming_signal_count":3,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","collateral naming","sex-aware ordered naming","sibling-household replication","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Unknown-554355","name":"Anne (Unknown) Glasgow","catalogue_id":"unknown-554355","html_url":"/people/unknown-554355.html","birth_year":1801,"death_year":1867,"gender":"Female","age_gap":32,"age_gap_label":"32 years","role":"possible mother","locations":["County Tyrone, Ireland","Killycurragh, Derryloran, Cookstown, County Tyrone, Ireland","County Tyrone — exact locality unproved"],"score":14,"classification":"competing linked parent","reasons":["plausible 32-year parent-child age gap (+18)","candidate's birth is 79 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","same broad administrative area only (+1; not a locality match)","subject's birth fits between children attributed to the same parental couple (1825–1837) (+6; other parent Samuel 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":4,"factors":["age","broad geography","spouse-specific child window","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":{"id":"Glasgow-1698","name":"Samuel Glasgow","html_url":"/people/glasgow-1698.html"}},{"id":"McCormack-3356","name":"Ann (McCormack) Glasgow","catalogue_id":"mccormack-3356","html_url":"/people/mccormack-3356.html","birth_year":1795,"death_year":1847,"gender":"Female","age_gap":38,"age_gap_label":"38 years","role":"possible mother","locations":["Cookstown, County Tyrone, Ireland","Gortin, Derryloran, Cookstown, County Tyrone, Ireland","Cookstown"],"score":14,"classification":"competing linked parent","reasons":["plausible 38-year parent-child age gap (+18)","candidate's birth is 85 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","weak broad-area overlap: tyrone (+1; not a locality match)","subject's birth fits between children attributed to the same parental couple (1815–1837) (+6; other parent Samuel 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":4,"factors":["age","broad geography","spouse-specific child window","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":{"id":"Glasgow-2054","name":"Samuel Glasgow","html_url":"/people/glasgow-2054.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."}}