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grouping is not kinship evidence)","subject's birth fits between children attributed to the same parental couple (1830–1850) (+6; other parent Mary (Brom) Glasgow)","candidate has another child, London Glasgow, born 4 years from the subject in the same specific birth locality (+6; possible sibling-household clue)","known spouse Mary (Brom) Glasgow had a plausible maternal age (34) at the subject's birth (+7)","uncommon given names recur in both otherwise distinct descendant branches: Henry +8 (25 public profiles; subject branch: Henry Glasco; candidate branch: Henry Junior Glasco) (+8 total)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":8,"factors":["age","indirect multi-factor convergence","local sibling birth","rare branch-name recurrence","spouse chronology","spouse-specific child window","two-generation chronology","undated locality"],"indirect_factor_count":8,"suggested_co_parent":{"id":"Brom-40","name":"Mary (Brom) Glasgow","html_url":"/people/brom-40.html"}},{"id":"Glasgow-657","name":"John S Glasgow","catalogue_id":"glasgow-657","html_url":"/people/glasgow-657.html","birth_year":1817,"death_year":1881,"gender":"Male","age_gap":20,"age_gap_label":"20 years","role":"possible father","locations":["Blair County, Pennsylvania, United States","Glasgow, Cambria County, Pennsylvania, United States","Blair County, Pennsylvania, USA"],"score":39,"classification":"weak lead","reasons":["plausible 20-year parent-child age gap (+18)","candidate's birth is 52 years before the subject's earliest dated child (1869), a compatible grandparent-generation interval (+4)","weak broad-area overlap: pennsylvania (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 7 years of the subject (+1)","known spouse Sarah J (Leamer) Glasgow had a plausible maternal age (17) at the subject's birth (+7)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Hannah +12 (9 public profiles; sibling Hannah W Shoff); Eliza +8 (23 public profiles; niece/nephew Eliza E (Glasgow) Troxell) (+20 total)"],"conflicts":["candidate's household recorded George L Glasgow in Cambria County, Pennsylvania, United States within 7 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":7,"factors":["age","broad geography","collateral naming","contemporaneous household conflict","household chronology","spouse chronology","two-generation chronology"],"indirect_factor_count":7,"suggested_co_parent":null},{"id":"Glasgow-36","name":"Taylor Wilson Glasgow","catalogue_id":"glasgow-36","html_url":"/people/glasgow-36.html","birth_year":1798,"death_year":1889,"gender":"Male","age_gap":39,"age_gap_label":"39 years","role":"possible father","locations":["Antis, Blair, Pennsylvania, United States"],"score":39,"classification":"weak lead","reasons":["plausible 39-year parent-child age gap (+18)","candidate's birth is 71 years before the subject's earliest dated child (1869), a compatible grandparent-generation interval (+4)","weak broad-area overlap: pennsylvania (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","known spouse Ann (Walker) Glasgow had a plausible maternal age (34) at the subject's birth (+7)","uncommon given names recur in both otherwise distinct descendant branches: Hannah +12 (9 public profiles; subject branch: Hannah Glasgow; candidate branch: Hannah Etta Glasgow) (+12 total)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Richard +12 (14 public profiles; sibling Richard Glasgow) (+12 total)"],"conflicts":["descendant-name recurrence has no independent household, record, migration or specific-locality anchor (score capped at 39)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":6,"factors":["age","broad geography","collateral naming","rare branch-name recurrence","spouse chronology","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":null},{"id":"Glasgow-1553","name":"Matthew Glasgow","catalogue_id":"glasgow-1553","html_url":"/people/glasgow-1553.html","birth_year":1787,"death_year":1849,"gender":"Male","age_gap":50,"age_gap_label":"50 years","role":"possible father","locations":["Antis, Blair, Pennsylvania","Mcveytown, Huntingdon, Pennsylvania, United States"],"score":39,"classification":"weak lead","reasons":["possible 50-year parent-child age gap (+10)","candidate's birth is 82 years before the subject's earliest dated child (1869), a compatible grandparent-generation interval (+4)","weak broad-area overlap: pennsylvania (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Hannah +12 (9 public profiles; niece/nephew Hannah Etta Glasgow); Richard +12 (14 public profiles; sibling Richard Glasgow) (+24 total)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","broad geography","collateral naming","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"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":38,"age_gap_label":"38 years","role":"possible father","locations":["Killycurragh, Derryloran, Cookstown, County Tyrone, Ireland","Sandusky, Ohio, United States","Killycurragh townland — Oritor/Derryloran"],"score":37,"classification":"weak lead","reasons":["plausible 38-year parent-child age gap (+18)","candidate's birth is 70 years before the subject's earliest dated child (1869), a compatible grandparent-generation interval (+4)","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 (34) at the subject's birth (+7)","candidate's name matches the first dated son William Glasgow, the expected father position for a male subject (+4; catalogue rarity 0, William in 223 profiles)","family naming controls: 0 supporting and 1 conflicting known positions (already reflected in naming weight)","uncommon given names recur in both otherwise distinct descendant branches: Henry +8 (25 public profiles; subject branch: Henry Glasco; candidate branch: Henry Cunningham Glasgow) (+8 total)"],"conflicts":["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":7,"factors":["age","rare branch-name recurrence","sex-aware ordered naming","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":"Brom-40","name":"Mary (Brom) Glasgow","catalogue_id":"brom-40","html_url":"/people/brom-40.html","birth_year":1803,"death_year":null,"gender":"Female","age_gap":34,"age_gap_label":"34 years","role":"possible mother","locations":["Pennsylvania, United States","Chester, Pennsylvania, United States"],"score":57,"classification":"moderate lead","reasons":["plausible 34-year parent-child age gap (+18)","candidate's birth is 66 years before the subject's earliest dated child (1869), a compatible grandparent-generation interval (+4)","candidate is associated with the subject's stated birthplace, but not by a reliable near-contemporary record (+10)","same research cluster (+0; grouping is not kinship evidence)","subject's birth fits between children attributed to the same parental couple (1830–1850) (+6; other parent Robert Glasgow)","candidate has another child, London Glasgow, born 4 years from the subject in the same specific birth locality (+6; possible sibling-household clue)","uncommon given names recur in both otherwise distinct descendant branches: Henry +8 (25 public profiles; subject branch: Henry Glasco; candidate branch: Henry Junior Glasco) (+8 total)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":7,"factors":["age","indirect multi-factor convergence","local sibling birth","rare branch-name recurrence","spouse-specific child window","two-generation chronology","undated locality"],"indirect_factor_count":7,"suggested_co_parent":{"id":"Glasgow-752","name":"Robert Glasgow","html_url":"/people/glasgow-752.html"}},{"id":"Glasgow-1187","name":"Hannah W (Glasgow) Shoff","catalogue_id":"glasgow-1187","html_url":"/people/glasgow-1187.html","birth_year":1812,"death_year":1898,"gender":"Female","age_gap":25,"age_gap_label":"25 years","role":"possible mother","locations":["Blair, Allegheny, Pennsylvania, United States","Clearfield County, Pennsylvania, United States"],"score":39,"classification":"weak lead","reasons":["plausible 25-year parent-child age gap (+18)","candidate's birth is 57 years before the subject's earliest dated child (1869), a compatible grandparent-generation interval (+4)","weak broad-area overlap: pennsylvania (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","candidate's name matches the second dated daughter Hannah Glasgow, the expected mother position for a male subject (+11; catalogue rarity 5, Hannah in 9 profiles)","family naming controls: 0 supporting and 1 conflicting known positions (already reflected in naming weight)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Eliza +8 (23 public profiles; niece/nephew Eliza E (Glasgow) Troxell); George +5 (62 public profiles; niece/nephew George L Glasgow; +2 repetition bonus) (+13 total)"],"conflicts":["descendant-name recurrence has no independent household, record, migration or specific-locality anchor (score capped at 39)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":6,"factors":["age","broad geography","collateral naming","sex-aware ordered naming","tradition validation","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":null},{"id":"Walker-4533","name":"Ann (Walker) Glasgow","catalogue_id":"walker-4533","html_url":"/people/walker-4533.html","birth_year":1803,"death_year":1887,"gender":"Female","age_gap":34,"age_gap_label":"34 years","role":"possible mother","locations":["Reading, Berks, Pennsylvania, United States","Antis, Blair, Pennsylvania, United States"],"score":35,"classification":"weak lead","reasons":["plausible 34-year parent-child age gap (+18)","candidate's birth is 66 years before the subject's earliest dated child (1869), a compatible grandparent-generation interval (+4)","weak broad-area overlap: pennsylvania (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","uncommon given names recur in both otherwise distinct descendant branches: Hannah +12 (9 public profiles; subject branch: Hannah Glasgow; candidate branch: Hannah Etta Glasgow) (+12 total)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","broad geography","rare branch-name recurrence","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Glendinning-340","name":"Nancy (Glendinning) Glasgow","catalogue_id":"glendinning-340","html_url":"/people/glendinning-340.html","birth_year":1803,"death_year":1890,"gender":"Female","age_gap":34,"age_gap_label":"34 years","role":"possible mother","locations":["Brackagh, Lissan, County Londonderry, Ireland","Belle Center, Logan, Ohio, United States","Lissan civil parish — Cookstown area"],"score":29,"classification":"weak lead","reasons":["plausible 34-year parent-child age gap (+18)","candidate's birth is 66 years before the subject's earliest dated child (1869), a compatible grandparent-generation interval (+4)","subject's birth fits between children attributed to the same parental couple (1824–1844) (+6; other parent William Glasgow)","a candidate spouse matches the first dated son William Glasgow, the expected father position (+3; William in 223 profiles)","uncommon given names recur in both otherwise distinct descendant branches: Henry +8 (25 public profiles; subject branch: Henry Glasco; candidate branch: Henry Cunningham Glasgow) (+8 total)"],"conflicts":["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":5,"factors":["age","rare branch-name recurrence","sex-aware ordered naming","spouse-specific child window","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":{"id":"Glasgow-1675","name":"William Glasgow","html_url":"/people/glasgow-1675.html"}},{"id":"McIntyre-4103","name":"Marion (McIntyre) Glasgow","catalogue_id":"mcintyre-4103","html_url":"/people/mcintyre-4103.html","birth_year":1818,"death_year":1855,"gender":"Female","age_gap":19,"age_gap_label":"19 years","role":"possible mother","locations":["United States"],"score":27,"classification":"weak lead","reasons":["plausible 19-year parent-child age gap (+18)","candidate's birth is 51 years before the subject's earliest dated child (1869), a compatible grandparent-generation interval (+4)","same broad administrative area only (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 4 years of the subject (+1)","a candidate spouse matches the first dated son William Glasgow, the expected father position (+3; William in 223 profiles)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","broad geography","household chronology","sex-aware ordered naming","two-generation chronology"],"indirect_factor_count":5,"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."}}