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years (+10; true age remains uncertain)","candidate's birth is 89 years before the subject's earliest dated child (1867), a compatible grandparent-generation interval (+4)","candidate's given name recurs among another recorded child (+1; Alexander occurs in 59 public profiles)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Adam +12 (15 public profiles; sibling Adam Glasgow) (+12 total)","descendant branches share only a broad migration destination country (+1; weak alone): new zealand"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)","locality comparison is unavailable because one or both profiles lack adequate place data (no deduction)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","broad migration","child naming","collateral naming","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-2866","name":"Robert Glasgow","catalogue_id":"glasgow-2866","html_url":"/people/glasgow-2866.html","birth_year":1815,"death_year":null,"gender":"Male","age_gap":14,"age_gap_label":"nominally 14 years; approximate dates permit about 16–34 years","role":"possible father","locations":["Manchester, Lancashire, England, United Kingdom"],"score":12,"classification":"competing linked parent","reasons":["the nominal 14-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (16–34 years) (+4)","candidate's birth is 52 years before the subject's earliest dated child (1867), 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)","candidate's name matches the first dated son Robert John Glasgow, the expected father position for a male subject (+4; catalogue rarity 0, Robert in 165 profiles)","family naming controls: 0 supporting and 1 conflicting known positions (already reflected in naming weight)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"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":1,"relationship_certainty":"Not currently linked as parent","factor_count":6,"factors":["age","indirect multi-factor convergence","sex-aware ordered naming","tradition validation","two-generation chronology","undated locality"],"indirect_factor_count":6,"suggested_co_parent":null},{"id":"Glasgow-2959","name":"Adam Glasgow","catalogue_id":"glasgow-2959","html_url":"/people/glasgow-2959.html","birth_year":1810,"death_year":null,"gender":"Male","age_gap":19,"age_gap_label":"19 years","role":"possible father","locations":["Calliaqua, Saint George, Saint Vincent and the Grenadines"],"score":12,"classification":"competing linked parent","reasons":["possible 19-year parent-child age gap (+10)","candidate's birth is 57 years before the subject's earliest dated child (1867), a compatible grandparent-generation interval (+4)","candidate and subject share the given name Adam (+8; weak direct parent-child name recurrence, 15 public profiles)","candidate's given name recurs among another recorded child (+5; Adam occurs in 15 public profiles)"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)","locality comparison is unavailable because one or both profiles lack adequate place data (no deduction)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","child naming","same-sex generational naming","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"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":16,"age_gap_label":"16 years","role":"possible mother","locations":["Manchester, Lancashire, England, United Kingdom","Lancashire, England, United Kingdom","Manchester, Lancashire, England"],"score":22,"classification":"competing linked parent","reasons":["possible 16-year parent-child age gap (+10)","candidate's birth is 54 years before the subject's earliest dated child (1867), 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)","a known child was born within 7 years of the subject (+1)","candidate has another child, Isabella (Glasgow) Traill, born 8 years from the subject in the same specific birth locality (+4; possible sibling-household clue)","candidate's other children share uncommon given names with the subject's recorded siblings: Isabella +8 (27 public profiles) (+8 total)"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":6,"factors":["age","household chronology","local sibling birth","rare sibling-name pattern","two-generation chronology","undated locality"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Unknown-540868","name":"Ellin (Unknown) Glasgow","catalogue_id":"unknown-540868","html_url":"/people/unknown-540868.html","birth_year":1811,"death_year":null,"gender":"Female","age_gap":18,"age_gap_label":"18 years","role":"possible mother","locations":["Cloghgaldanagh townland (estimated)","Cloghgaldanagh townland"],"score":18,"classification":"competing linked parent","reasons":["plausible 18-year parent-child age gap (+18)","candidate's birth is 56 years before the subject's earliest dated child (1867), a compatible grandparent-generation interval (+4)","a known child was born within 8 years of the subject (+1)","uncommon given names recur in both otherwise distinct descendant branches: Adam +14 (15 public profiles; subject branch: Adam Glasgow, Adam Stewart Glasgow; candidate branch: Adam Glasgow; +2 repetition bonus) (+14 total)"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)","locality comparison is unavailable because one or both profiles lack adequate place data (no deduction)","candidate already has another child named Adam Glasgow (Glasgow-1395) 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","household chronology","rare branch-name recurrence","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Glasgow-2960","name":"Eve Glasgow","catalogue_id":"glasgow-2960","html_url":"/people/glasgow-2960.html","birth_year":1812,"death_year":null,"gender":"Female","age_gap":17,"age_gap_label":"17 years","role":"possible mother","locations":["Calliaqua, Saint George, Saint Vincent and the Grenadines"],"score":11,"classification":"competing linked parent","reasons":["possible 17-year parent-child age gap (+10)","candidate's birth is 55 years before the subject's earliest dated child (1867), a compatible grandparent-generation interval (+4)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Adam +12 (15 public profiles; sibling Adam Glasgow) (+12 total)"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)","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":"Coburn-2653","name":"Nancy (Coburn) Glasgow","catalogue_id":"coburn-2653","html_url":"/people/coburn-2653.html","birth_year":1800,"death_year":null,"gender":"Female","age_gap":29,"age_gap_label":"29 years","role":"possible mother","locations":["Cookstown"],"score":11,"classification":"competing linked parent","reasons":["plausible 29-year parent-child age gap (+18)","candidate's birth is 67 years before the subject's earliest dated child (1867), a compatible grandparent-generation interval (+4)","a known child was born within 5 years of the subject (+1)","candidate's other children share uncommon given names with the subject's recorded siblings: Ann +3 (41 public profiles) (+3 total)"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)","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","household chronology","rare sibling-name pattern","two-generation chronology"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Patterson-13881","name":"Sarah (Patterson) Glasgow","catalogue_id":"patterson-13881","html_url":"/people/patterson-13881.html","birth_year":1790,"death_year":null,"gender":"Female","age_gap":39,"age_gap_label":"39 years","role":"possible mother","locations":["Wythe County Virginia","Pulaski County Virginia"],"score":8,"classification":"competing linked parent","reasons":["plausible 39-year parent-child age gap (+18)","candidate's birth is 77 years before the subject's earliest dated child (1867), a compatible grandparent-generation interval (+4)","a known child was born within 8 years of the subject (+1)"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)","locality comparison is unavailable because one or both profiles lack adequate place data (no deduction)"],"currently_linked_parent":false,"naming_signal_count":0,"relationship_certainty":"Not currently linked as parent","factor_count":3,"factors":["age","household chronology","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."}}