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candidate branch: Rebecca Jane (Glasgow) Ralston); Joseph +9 (39 public profiles; subject branch: Joseph Glasgow, Joseph Glasgow; candidate branch: Joseph Anderson Glasgow, Joseph T Glasgow; +6 repetition bonus); Nancy +7 (48 public profiles; subject branch: Nancy (Glasgow) Trent; candidate branch: Nancy Margaret (Glasgow) Platter, Nancy M Glasgow; +4 repetition bonus) (+36 total including +8 multi-name bonus)"],"conflicts":["parentage requires the approximate birth estimate to be early enough (no deduction)","descendant-name recurrence has no independent household, record, migration or specific-locality anchor (score capped at 39)"],"currently_linked_parent":false,"naming_signal_count":3,"relationship_certainty":"Not currently linked as parent","factor_count":8,"factors":["age","broad geography","rare branch-name recurrence","rare name bundle","same-sex generational naming","sex-aware ordered naming","tradition validation","two-generation chronology"],"indirect_factor_count":8,"suggested_co_parent":null},{"id":"Glasgow-540","name":"Hugh Glasgow","catalogue_id":"glasgow-540","html_url":"/people/glasgow-540.html","birth_year":1739,"death_year":1831,"gender":"Male","age_gap":51,"age_gap_label":"51 years","role":"possible father","locations":["County Londonderry, Ireland","Pine Creek, Allegheny, Pennsylvania, United States","Portglenone — regional family-tradition reference"],"score":29,"classification":"weak lead","reasons":["possible 51-year parent-child age gap (+10)","candidate's birth is 100 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","subject's birth fits between children attributed to the same parental couple (1780–1792) (+6; other parent Sarah (Blair) Glasgow)","known spouse Sarah (Blair) Glasgow had a bounded, possibly plausible maternal age (33) at the subject's birth (+3)","uncommon given names recur in both otherwise distinct descendant branches: Nancy +7 (48 public profiles; subject branch: Nancy (Glasgow) Trent; candidate branch: Nancy (Glasgow) Donald, Nancy Glasgow; +4 repetition bonus); Joseph +5 (39 public profiles; subject branch: Joseph Glasgow, Joseph Glasgow; candidate branch: Joseph B Glasgow; +2 repetition bonus) (+16 total including +4 multi-name bonus)"],"conflicts":["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":6,"factors":["age","rare branch-name recurrence","rare name bundle","spouse chronology","spouse-specific child window","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":{"id":"Blair-3693","name":"Sarah (Blair) Glasgow","html_url":"/people/blair-3693.html"}},{"id":"Glasgow-1133","name":"Samuel Glasgow","catalogue_id":"glasgow-1133","html_url":"/people/glasgow-1133.html","birth_year":1745,"death_year":null,"gender":"Male","age_gap":45,"age_gap_label":"45 years","role":"possible father","locations":["Virginia"],"score":28,"classification":"weak lead","reasons":["plausible 45-year parent-child age gap (+18)","candidate's birth is 94 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","weak broad-area overlap: virginia (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","known spouse Mary (Stephenson) Glasgow had a bounded, possibly plausible maternal age (41) at the subject's birth (+3)","a candidate spouse matches the second dated daughter Mary (Glasgow) Warren, the expected mother position (+2; Mary in 235 profiles)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","broad geography","sex-aware ordered naming","spouse chronology","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-8","name":"Robert Barclay Glasgow","catalogue_id":"glasgow-8","html_url":"/people/glasgow-8.html","birth_year":1783,"death_year":1861,"gender":"Male","age_gap":7,"age_gap_label":"nominally 7 years; approximate dates permit about 16–17 years","role":"possible father","locations":["Rockbridge, Virginia, United States","Hanna City, Peoria, Illinois, United States"],"score":27,"classification":"weak lead","reasons":["the nominal 7-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (16–17 years) (+4)","candidate's birth is 56 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","weak broad-area overlap: virginia (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","uncommon given names recur in both otherwise distinct descendant branches: Joseph +5 (39 public profiles; subject branch: Joseph Glasgow, Joseph Glasgow; candidate branch: Joseph G Glasgow; +2 repetition bonus); Nancy +3 (48 public profiles; subject branch: Nancy (Glasgow) Trent; candidate branch: Nancy Mary Glasgow) (+12 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): Rebecca +12 (13 public profiles; niece/nephew Rebecca Jane (Glasgow) Ralston) (+12 total)"],"conflicts":["parentage requires the approximate birth estimate to be early enough (no deduction)","no known spouse has a plausible maternal age at the subject's birth (−6; an unknown spouse remains possible)"],"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","rare name bundle","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":null},{"id":"Barclay-56","name":"Rosannah (Barclay) Glasgow","catalogue_id":"barclay-56","html_url":"/people/barclay-56.html","birth_year":1756,"death_year":1807,"gender":"Female","age_gap":34,"age_gap_label":"34 years","role":"possible mother","locations":["Londonderry, County Londonderry, Ireland","Adams County, Ohio, USA","County Londonderry — exact locality unproved"],"score":38,"classification":"weak lead","reasons":["plausible 34-year parent-child age gap (+18)","candidate's birth is 83 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","subject's birth fits between children attributed to the same parental couple (1776–1799) (+6; other parent Robert Glasgow)","uncommon given names recur in both otherwise distinct descendant branches: Rebecca +12 (13 public profiles; subject branch: Rebecca (Glasgow) Clark; candidate branch: Rebecca Jane (Glasgow) Ralston); Joseph +9 (39 public profiles; subject branch: Joseph Glasgow, Joseph Glasgow; candidate branch: Joseph Montgomery Glasgow, Joseph Finley Glasgow; +6 repetition bonus); Nancy +7 (48 public profiles; subject branch: Nancy (Glasgow) Trent; candidate branch: Nancy Crockett (Glasgow) Black, Nancy (Glasgow) McClelland; +4 repetition bonus) (+36 total including +8 multi-name bonus)"],"conflicts":["same country, but no indexed locality overlap (−10)","candidate's household recorded Mary Rhoda (Glasgow) Finley in Rockbridge County, Virginia, United States within 1 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)","candidate already has another child named Joseph S Glasgow (Glasgow-653) 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":6,"factors":["age","contemporaneous household conflict","rare branch-name recurrence","rare name bundle","spouse-specific child window","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":{"id":"Glasgow-12","name":"Robert Glasgow","html_url":"/people/glasgow-12.html"}},{"id":"Glasgow-2003","name":"Nancy (Glasgow) McClelland","catalogue_id":"glasgow-2003","html_url":"/people/glasgow-2003.html","birth_year":1781,"death_year":1806,"gender":"Female","age_gap":9,"age_gap_label":"nominally 9 years; approximate dates permit about 15–19 years","role":"possible mother","locations":["Rockbridge, Virginia, United States","Adams, Ohio, United States"],"score":36,"classification":"weak lead","reasons":["the nominal 9-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (15–19 years) (+4)","candidate's birth is 58 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","weak broad-area overlap: virginia (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","candidate's given name recurs among another recorded child (+1; Nancy occurs in 48 public profiles)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Rebecca +12 (13 public profiles; niece/nephew Rebecca Jane (Glasgow) Ralston); Joseph +7 (39 public profiles; niece/nephew Joseph Finley Glasgow, niece/nephew Joseph Glasgow; +4 repetition bonus); Nancy +7 (48 public profiles; niece/nephew Nancy Ann Glasgow, niece/nephew Nancy Crockett (Glasgow) Black; +4 repetition bonus) (+26 total)"],"conflicts":["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","child naming","collateral naming","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Blair-3693","name":"Sarah (Blair) Glasgow","catalogue_id":"blair-3693","html_url":"/people/blair-3693.html","birth_year":1757,"death_year":1840,"gender":"Female","age_gap":33,"age_gap_label":"33 years","role":"possible mother","locations":["Ireland","Allegheny, Pennsylvania, United States","County Antrim — exact locality unproved"],"score":34,"classification":"weak lead","reasons":["plausible 33-year parent-child age gap (+18)","candidate's birth is 82 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","subject's birth fits between children attributed to the same parental couple (1780–1792) (+6; other parent Hugh Glasgow)","uncommon given names recur in both otherwise distinct descendant branches: Nancy +7 (48 public profiles; subject branch: Nancy (Glasgow) Trent; candidate branch: Nancy (Glasgow) Donald, Nancy Glasgow; +4 repetition bonus); Joseph +5 (39 public profiles; subject branch: Joseph Glasgow, Joseph Glasgow; candidate branch: Joseph B Glasgow; +2 repetition bonus) (+16 total including +4 multi-name bonus)"],"conflicts":["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":5,"factors":["age","rare branch-name recurrence","rare name bundle","spouse-specific child window","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":{"id":"Glasgow-540","name":"Hugh Glasgow","html_url":"/people/glasgow-540.html"}},{"id":"Glasgow-1964","name":"Hadassah Esther (Glasgow) Dryden","catalogue_id":"glasgow-1964","html_url":"/people/glasgow-1964.html","birth_year":1776,"death_year":1846,"gender":"Female","age_gap":14,"age_gap_label":"nominally 14 years; approximate dates permit about 15–34 years","role":"possible mother","locations":["Pennsylvania, United States","Highland, Ohio, United States"],"score":24,"classification":"weak lead","reasons":["the nominal 14-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (15–34 years) (+4)","candidate's birth is 63 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","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): Rebecca +12 (13 public profiles; niece/nephew Rebecca Jane (Glasgow) Ralston); Joseph +7 (39 public profiles; niece/nephew Joseph Finley Glasgow, niece/nephew Joseph Glasgow; +4 repetition bonus); Nancy +7 (48 public profiles; niece/nephew Nancy Ann Glasgow, niece/nephew Nancy Crockett (Glasgow) Black; +4 repetition bonus) (+26 total)"],"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":3,"factors":["age","collateral naming","two-generation chronology"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Stephenson-7559","name":"Mary (Stephenson) Glasgow","catalogue_id":"stephenson-7559","html_url":"/people/stephenson-7559.html","birth_year":1749,"death_year":null,"gender":"Female","age_gap":41,"age_gap_label":"41 years","role":"possible mother","locations":["Maryland"],"score":17,"classification":"weak lead","reasons":["possible 41-year parent-child age gap (+10)","candidate's birth is 90 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","same research cluster (+0; grouping is not kinship evidence)","candidate's name matches the second dated daughter Mary (Glasgow) Warren, the expected mother position for a male subject (+3; catalogue rarity 0, Mary in 235 profiles)","family naming controls: 0 supporting and 2 conflicting known positions (already reflected in naming weight)"],"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":4,"factors":["age","sex-aware ordered naming","tradition validation","two-generation chronology"],"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."}}