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the subject's birth (+3)","a candidate spouse matches the second dated daughter Mary Glasgow, the expected mother position (+3; Mary in 254 profiles)"],"conflicts":["a different linked father is explicitly uncertain (−6; an existing hypothesis still needs resolving)","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":5,"factors":["age","household chronology","sex-aware ordered naming","spouse chronology","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-3298","name":"John Glasgow","catalogue_id":"glasgow-3298","html_url":"/people/glasgow-3298.html","birth_year":1755,"death_year":null,"gender":"Male","age_gap":15,"age_gap_label":"nominally 15 years; approximate dates permit about 16–25 years","role":"possible father","locations":["Glasgow, Lanarkshire, Scotland","Glasgow"],"score":19,"classification":"weak lead","reasons":["the nominal 15-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (16–25 years) (+4)","candidate's birth is 36 years before the subject's earliest dated child (1791), a marginal two-generation interval (+1)","weak broad-area overlap: lanarkshire (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","candidate and subject share the given name John (+4; weak direct parent-child name recurrence, 278 public profiles)","uncommon given names recur in both otherwise distinct descendant branches: Alexander +5 (59 public profiles; subject branch: Alexander John Glasgow, Alexander Glasgow Esq; candidate branch: Alexander Glasgow; +2 repetition bonus); Janet +3 (43 public profiles; subject branch: Janet Glasgow; candidate branch: Janet (Glasgow) Campbell); Jean +3 (42 public profiles; subject branch: Jean Buchanan Glasgow; candidate branch: Jean Glasgow) (+19 total including +8 multi-name bonus)"],"conflicts":["a different linked father is explicitly uncertain (−6; an existing hypothesis still needs resolving)","parentage requires the approximate birth estimate to be early enough (no deduction)","candidate already has another child named John Glasgow (Glasgow-3051) 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":6,"factors":["age","broad geography","rare branch-name recurrence","rare name bundle","same-sex generational naming","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":null},{"id":"Glasgow-12","name":"Robert Glasgow","catalogue_id":"glasgow-12","html_url":"/people/glasgow-12.html","birth_year":1749,"death_year":1839,"gender":"Male","age_gap":21,"age_gap_label":"21 years","role":"possible father","locations":["Moneymore, County Londonderry, Ireland","Georges Creek, Adams County, Ohio, United States","Moneymore"],"score":19,"classification":"weak lead","reasons":["plausible 21-year parent-child age gap (+18)","candidate's birth is 42 years before the subject's earliest dated child (1791), a compatible grandparent-generation interval (+4)","a known child was born within 6 years of the subject (+1)","known spouse Peggy (Wright) Glasgow had a bounded, possibly plausible maternal age (22) at the subject's birth (+3)","uncommon given names recur in both otherwise distinct descendant branches: Arthur +12 (11 public profiles; subject branch: Arthur Harold Glasgow; candidate branch: Arthur Glasgow); Rose +12 (9 public profiles; subject branch: Rose Mary (Glasgow) Broad; candidate branch: Rose Imer Glasgow) (+28 total including +4 multi-name bonus)"],"conflicts":["a different linked father is explicitly uncertain (−6; an existing hypothesis still needs resolving)","candidate is recorded only outside the subject's birth country (−25)","candidate already has another child named John M Glasgow (Glasgow-1965) 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","household chronology","rare branch-name recurrence","rare name bundle","spouse chronology","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":null},{"id":"Harkness-1149","name":"Mary (Harkness) Glasgow","catalogue_id":"harkness-1149","html_url":"/people/harkness-1149.html","birth_year":1725,"death_year":null,"gender":"Female","age_gap":45,"age_gap_label":"45 years","role":"possible mother","locations":["County Londonderry, Ireland","County Londonderry — exact locality unproved"],"score":33,"classification":"weak lead","reasons":["possible 45-year parent-child age gap (+10)","candidate's birth is 66 years before the subject's earliest dated child (1791), a compatible grandparent-generation interval (+4)","candidate's name matches the second dated daughter Mary Glasgow, the expected mother position for a male subject (+5; catalogue rarity 0, Mary in 254 profiles)","family naming controls: 1 supporting and 0 conflicting known positions (already reflected in naming weight)","uncommon given names recur in both otherwise distinct descendant branches: Arthur +14 (11 public profiles; subject branch: Arthur Harold Glasgow; candidate branch: Arthur Glasgow, Arthur Glasgow; +2 repetition bonus); Francis +12 (11 public profiles; subject branch: Francis Bernard Glasgow; candidate branch: Francis Thomas Glasgow Sr.); Alexander +5 (59 public profiles; subject branch: Alexander John Glasgow, Alexander Glasgow Esq; candidate branch: Alexander McNutt Glasgow; +2 repetition bonus) (+39 total including +8 multi-name bonus)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)"],"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","sex-aware ordered naming","tradition validation","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":null},{"id":"Glasgow-1607","name":"Margaret Glasgow","catalogue_id":"glasgow-1607","html_url":"/people/glasgow-1607.html","birth_year":1740,"death_year":null,"gender":"Female","age_gap":30,"age_gap_label":"30 years","role":"possible mother","locations":["Roxburghshire — exact locality unproved"],"score":30,"classification":"weak lead","reasons":["plausible 30-year parent-child age gap (+18)","candidate's birth is 51 years before the subject's earliest dated child (1791), 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): Helen +8 (28 public profiles; sibling Helen Glasgow) (+8 total)"],"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":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":21,"age_gap_label":"21 years","role":"possible mother","locations":["Maryland"],"score":28,"classification":"weak lead","reasons":["plausible 21-year parent-child age gap (+18)","candidate's birth is 42 years before the subject's earliest dated child (1791), a compatible grandparent-generation interval (+4)","a known child was born within 7 years of the subject (+1)","candidate's name matches the second dated daughter Mary Glasgow, the expected mother position for a male subject (+5; catalogue rarity 0, Mary in 254 profiles)","family naming controls: 1 supporting and 0 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":5,"factors":["age","household chronology","sex-aware ordered naming","tradition validation","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"McNutt-600","name":"Rebecca Anderson (McNutt) Glasgow","catalogue_id":"mcnutt-600","html_url":"/people/mcnutt-600.html","birth_year":1755,"death_year":1818,"gender":"Female","age_gap":15,"age_gap_label":"15 years","role":"possible mother","locations":["Lexington, Rockbridge, Virginia","Lexington, Rockbridge, Virginia, United States"],"score":23,"classification":"weak lead","reasons":["possible 15-year parent-child age gap (+10)","candidate's birth is 36 years before the subject's earliest dated child (1791), a marginal two-generation interval (+1)","uncommon given names recur in both otherwise distinct descendant branches: Francis +14 (11 public profiles; subject branch: Francis Bernard Glasgow; candidate branch: Francis Thomas Glasgow Sr., Francis Thomas Glasgow Jr.; +2 repetition bonus); Arthur +12 (11 public profiles; subject branch: Arthur Harold Glasgow; candidate branch: Arthur Graham Glasgow); Alexander +7 (59 public profiles; subject branch: Alexander John Glasgow, Alexander Glasgow Esq; candidate branch: Alexander McNutt Glasgow, Alexander Glasgow; +4 repetition bonus) (+41 total including +8 multi-name bonus)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)","candidate already has another child named John Glasgow (Glasgow-2070) 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","rare branch-name recurrence","rare name bundle","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Glasgow-3053","name":"Margaret Glasgow","catalogue_id":"glasgow-3053","html_url":"/people/glasgow-3053.html","birth_year":1734,"death_year":null,"gender":"Female","age_gap":36,"age_gap_label":"36 years","role":"possible mother","locations":["Kirknewton, Linlithgowshire, Scotland","Kirknewton — West Lothian"],"score":23,"classification":"weak lead","reasons":["plausible 36-year parent-child age gap (+18)","candidate's birth is 57 years before the subject's earliest dated child (1791), 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): Alexander +5 (59 public profiles; sibling Alexander Glasgow; +2 repetition bonus); Agnes +3 (46 public profiles; niece/nephew Agnes Glasgow); Jean +3 (42 public profiles; sibling Jean Glasgow) (+11 total)"],"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":3,"factors":["age","collateral naming","two-generation chronology"],"indirect_factor_count":3,"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."}}