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unlinked-profile clue types converge (+5): household chronology, locality, naming"],"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","household chronology","indirect multi-factor convergence","mapped proximity","rare branch-name recurrence","rare name bundle","same-sex generational naming","two-generation chronology"],"indirect_factor_count":8,"suggested_co_parent":null},{"id":"Glasgow-3974","name":"William Glasgow","catalogue_id":"glasgow-3974","html_url":"/people/glasgow-3974.html","birth_year":1671,"death_year":null,"gender":"Male","age_gap":38,"age_gap_label":"38 years","role":"possible father","locations":["Kirknewton and East Calder, Midlothian, Scotland","Kirknewton — West Lothian"],"score":20,"classification":"competing linked parent","reasons":["plausible 38-year parent-child age gap (+18)","candidate's birth is 74 years before the subject's earliest dated child (1745), a compatible grandparent-generation interval (+4)","same specific indexed locality despite wider place-label differences: kirknewton west lothian (+10)","same research cluster (+0; grouping is not kinship evidence)","the same sex-aware parent-name position recurs independently in sibling households: Andrew Glasgow → William Glasgow (+3)"],"conflicts":["a different father 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":4,"factors":["age","sibling-household replication","two-generation chronology","undated locality"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Glasgow-1313","name":"Andrew Glasgow","catalogue_id":"glasgow-1313","html_url":"/people/glasgow-1313.html","birth_year":1703,"death_year":null,"gender":"Male","age_gap":6,"age_gap_label":"nominally 6 years; approximate dates permit about 16–16 years","role":"possible father","locations":["Kirknewton, Linlithgowshire, Scotland","Kirknewton — West Lothian"],"score":16,"classification":"competing linked parent","reasons":["the nominal 6-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (16–16 years) (+4)","candidate's birth is 42 years before the subject's earliest dated child (1745), a compatible grandparent-generation interval (+4)","same specific indexed locality despite wider place-label differences: kirknewton west lothian (+10)","same research cluster (+0; grouping is not kinship evidence)","candidate's name matches the first dated son Andrew Glasgow, the expected father position for a male subject (+5; catalogue rarity 1, Andrew in 31 profiles)","family naming controls: 0 supporting and 1 conflicting known positions (already reflected in naming weight)","the same sex-aware parent-name position recurs independently in sibling households: James Glasgow → Andrew Glasgow (+3)","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":2,"relationship_certainty":"Not currently linked as parent","factor_count":7,"factors":["age","indirect multi-factor convergence","sex-aware ordered naming","sibling-household replication","tradition validation","two-generation chronology","undated locality"],"indirect_factor_count":6,"suggested_co_parent":null},{"id":"Glasgow-1055","name":"William Glasgow","catalogue_id":"glasgow-1055","html_url":"/people/glasgow-1055.html","birth_year":1701,"death_year":null,"gender":"Male","age_gap":8,"age_gap_label":"nominally 8 years; approximate dates permit about 16–28 years","role":"possible father","locations":["Stevenston, Ayrshire, Scotland","Stevenston — Ayrshire"],"score":14,"classification":"competing linked parent","reasons":["the nominal 8-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (16–28 years) (+4)","candidate's birth is 44 years before the subject's earliest dated child (1745), a compatible grandparent-generation interval (+4)","same research cluster (+0; grouping is not kinship evidence)","known spouse Margaret (Montfort) Glasgow had a bounded, possibly plausible maternal age (15) at the subject's birth (+3)","the same sex-aware parent-name position recurs independently in sibling households: Andrew Glasgow → William Glasgow with spouse-position match (+7)","uncommon given names recur in both otherwise distinct descendant branches: Katherine +12 (8 public profiles; subject branch: Katherine (Glasgow) Nicol; candidate branch: Katherine Glasgow) (+12 total)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Andrew +3 (31 public profiles; niece/nephew Andrew Glasgow); Janet +3 (43 public profiles; niece/nephew Janet Glasgow); Jean +3 (42 public profiles; niece/nephew Jean Glasgow) (+9 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":3,"relationship_certainty":"Not currently linked as parent","factor_count":6,"factors":["age","collateral naming","rare branch-name recurrence","sibling-household replication","spouse chronology","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-1927","name":"John Glasgow","catalogue_id":"glasgow-1927","html_url":"/people/glasgow-1927.html","birth_year":1671,"death_year":null,"gender":"Male","age_gap":38,"age_gap_label":"38 years","role":"possible father","locations":["Linlithgow, Linlithgowshire, Scotland","Ayrshire, Scotland","Linlithgow"],"score":13,"classification":"competing linked parent","reasons":["plausible 38-year parent-child age gap (+18)","candidate's birth is 74 years before the subject's earliest dated child (1745), a compatible grandparent-generation interval (+4)","mapped Linlithgow is 15.0 km from the subject's birth-period Kirknewton — West Lothian (+1; one or both placements are unproved)","same research cluster (+0; grouping is not kinship evidence)","subject's birth fits between children attributed to the same parental couple (1707–1726) (+6; other parent Mary (Gemill) Glasgow)","known spouse Mary (Gemill) Glasgow had a bounded, possibly plausible maternal age (23) at the subject's birth (+3)","candidate and subject share the given name John (+4; weak direct parent-child name recurrence, 281 public profiles)","candidate's other children share uncommon given names with the subject's recorded siblings: Andrew +3 (31 public profiles) (+3 total)","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)","candidate's household recorded Hugh Glasgow in Kilwinning, Ayrshire, Scotland within 1 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)","candidate already has another child named John Glasgow (Glasgow-1930) 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":9,"factors":["age","contemporaneous household conflict","indirect multi-factor convergence","mapped proximity","rare sibling-name pattern","same-sex generational naming","spouse chronology","spouse-specific child window","two-generation chronology"],"indirect_factor_count":8,"suggested_co_parent":{"id":"Gemill-4","name":"Mary (Gemill) Glasgow","html_url":"/people/gemill-4.html"}},{"id":"Aikman-803","name":"Margaret Glasgow","catalogue_id":"aikman-803","html_url":"/people/aikman-803.html","birth_year":1670,"death_year":null,"gender":"Female","age_gap":39,"age_gap_label":"39 years","role":"possible mother","locations":["Kirknewton — West Lothian"],"score":28,"classification":"competing linked parent","reasons":["plausible 39-year parent-child age gap (+18)","candidate's birth is 75 years before the subject's earliest dated child (1745), a compatible grandparent-generation interval (+4)","same specific indexed locality despite wider place-label differences: kirknewton west lothian (+10)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 6 years of the subject (+1)","candidate has another child, Andrew Glasgow, born 6 years from the subject in the same specific birth locality (+4; possible sibling-household clue)","the same sex-aware parent-name position recurs independently in sibling households: Andrew Glasgow → Margaret Glasgow (+3)","candidate's other children share uncommon given names with the subject's recorded siblings: Andrew +3 (31 public profiles) (+3 total)"],"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","household chronology","local sibling birth","rare sibling-name pattern","sibling-household replication","two-generation chronology","undated locality"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-2681","name":"Margaret Glasgow","catalogue_id":"glasgow-2681","html_url":"/people/glasgow-2681.html","birth_year":1691,"death_year":null,"gender":"Female","age_gap":18,"age_gap_label":"18 years","role":"possible mother","locations":["Edinburgh, Midlothian, Scotland","Edinburgh"],"score":20,"classification":"competing linked parent","reasons":["plausible 18-year parent-child age gap (+18)","candidate's birth is 54 years before the subject's earliest dated child (1745), a compatible grandparent-generation interval (+4)","mapped Edinburgh is 16.2 km from the subject's birth-period Kirknewton — West Lothian (+1; one or both placements are unproved)","same research cluster (+0; grouping is not kinship evidence)","a candidate spouse matches the first dated son Andrew Glasgow, the expected father position (+4; Andrew in 31 profiles)","the same sex-aware parent-name position recurs independently in sibling households: Andrew Glasgow → Margaret Glasgow (+3)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"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":6,"factors":["age","indirect multi-factor convergence","mapped proximity","sex-aware ordered naming","sibling-household replication","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Montfort-406","name":"Margaret (Montfort) Glasgow","catalogue_id":"montfort-406","html_url":"/people/montfort-406.html","birth_year":1694,"death_year":1729,"gender":"Female","age_gap":15,"age_gap_label":"at least 15 years","role":"possible mother","locations":["West Kilbride, Ayrshire, Scotland","West Kilbride — Ayrshire"],"score":19,"classification":"competing linked parent","reasons":["bounded birth date gives a parent-child age gap of at least 15 years (+10; true age remains uncertain)","candidate's birth is 51 years before the subject's earliest dated child (1745), a compatible grandparent-generation interval (+4)","weak broad-area overlap: west (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","the same sex-aware parent-name position recurs independently in sibling households: Andrew Glasgow → Margaret Glasgow with spouse-position match (+7)","uncommon given names recur in both otherwise distinct descendant branches: Katherine +12 (8 public profiles; subject branch: Katherine (Glasgow) Nicol; candidate branch: Katherine Glasgow) (+12 total)"],"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":5,"factors":["age","broad geography","rare branch-name recurrence","sibling-household replication","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Davidson-20783","name":"Margaret (Davidson) Glasgow","catalogue_id":"davidson-20783","html_url":"/people/davidson-20783.html","birth_year":1690,"death_year":1759,"gender":"Female","age_gap":19,"age_gap_label":"19 years","role":"possible mother","locations":["Glasgow"],"score":14,"classification":"competing linked parent","reasons":["plausible 19-year parent-child age gap (+18)","candidate's birth is 55 years before the subject's earliest dated child (1745), a compatible grandparent-generation interval (+4)","same research cluster (+0; grouping is not kinship evidence)","subject's birth fits between children attributed to the same parental couple (1708–1720) (+6; other parent Robert Glasgow)","the same sex-aware parent-name position recurs independently in sibling households: Andrew Glasgow → Margaret Glasgow (+3)","candidate's other children share uncommon given names with the subject's recorded siblings: Christian +14 (5 public profiles) (+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's household recorded Christian Glasgow in Glencorse, Midlothian, Scotland within 1 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)","candidate already has another child named John Glasgow (Glasgow-3491) 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","contemporaneous household conflict","rare sibling-name pattern","sibling-household replication","spouse-specific child window","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":{"id":"Glasgow-2867","name":"Robert Glasgow","html_url":"/people/glasgow-2867.html"}},{"id":"Glasgow-3528","name":"Jean Glasgow","catalogue_id":"glasgow-3528","html_url":"/people/glasgow-3528.html","birth_year":1685,"death_year":null,"gender":"Female","age_gap":24,"age_gap_label":"24 years","role":"possible mother","locations":["Edinburgh, Midlothian, Scotland","Edinburgh"],"score":14,"classification":"competing linked parent","reasons":["plausible 24-year parent-child age gap (+18)","candidate's birth is 60 years before the subject's earliest dated child (1745), a compatible grandparent-generation interval (+4)","mapped Edinburgh is 16.2 km from the subject's birth-period Kirknewton — West Lothian (+1; one or both placements are unproved)","same research cluster (+0; grouping is not kinship evidence)","candidate's given name recurs among another recorded child (+1; Jean occurs in 42 public profiles)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"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":5,"factors":["age","child naming","indirect multi-factor convergence","mapped proximity","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."}}