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one or both placements are unproved)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 2 years of the subject (+3)","uncommon given names recur in both otherwise distinct descendant branches: George +5 (62 public profiles; subject branch: George Glasgow; candidate branch: George Glasgow, George Glasgow; +2 repetition bonus); Jean +5 (42 public profiles; subject branch: Jean Glasgow, Jean Glasgow; candidate branch: Jean Glasgow; +2 repetition bonus); Janet +3 (43 public profiles; subject branch: Janet Glasgow; candidate branch: Janet Glasgow) (+21 total including +8 multi-name bonus)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["candidate's household recorded William Glasgow in Stevenston, Ayrshire, Scotland within 2 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)","descendant-name recurrence has no independent household, record, migration or specific-locality anchor (score capped at 39)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":8,"factors":["age","contemporaneous household conflict","household chronology","indirect multi-factor convergence","mapped proximity","rare branch-name recurrence","rare name bundle","two-generation chronology"],"indirect_factor_count":8,"suggested_co_parent":null},{"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":33,"age_gap_label":"33 years","role":"possible mother","locations":["Kirknewton — West Lothian"],"score":34,"classification":"competing linked parent","reasons":["plausible 33-year parent-child age gap (+18)","candidate's birth is 51 years before the subject's earliest dated child (1721), 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)","another recorded child shares the subject's birth year (+2; possible twins or date uncertainty)","candidate has another child, Andrew Glasgow, born 0 years from the subject in the same specific birth locality (+6; possible sibling-household clue)","a candidate spouse matches the first dated son Alexander William Glasgow, the expected father position (+4; Alexander in 60 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":7,"factors":["age","household chronology","indirect multi-factor convergence","local sibling birth","sex-aware ordered naming","two-generation chronology","undated locality"],"indirect_factor_count":7,"suggested_co_parent":null},{"id":"Glasgow-3088","name":"Jean Glasgow","catalogue_id":"glasgow-3088","html_url":"/people/glasgow-3088.html","birth_year":1677,"death_year":null,"gender":"Female","age_gap":26,"age_gap_label":"26 years","role":"possible mother","locations":["Edinburgh, Midlothian, Scotland","Edinburgh"],"score":19,"classification":"competing linked parent","reasons":["plausible 26-year parent-child age gap (+18)","candidate's birth is 44 years before the subject's earliest dated child (1721), 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 name matches the second dated daughter Jean Glasgow, the expected mother position for a male subject (+6; catalogue rarity 1, Jean in 42 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","indirect multi-factor convergence","mapped proximity","sex-aware ordered naming","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"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":18,"age_gap_label":"18 years","role":"possible mother","locations":["Edinburgh, Midlothian, Scotland","Edinburgh"],"score":16,"classification":"competing linked parent","reasons":["plausible 18-year parent-child age gap (+18)","candidate's birth is 36 years before the subject's earliest dated child (1721), a marginal two-generation interval (+1)","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 name matches the second dated daughter Jean Glasgow, the expected mother position for a male subject (+6; catalogue rarity 1, Jean in 42 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","indirect multi-factor convergence","mapped proximity","sex-aware ordered naming","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"McCook-217","name":"Ann (McCook) Glasgow","catalogue_id":"mccook-217","html_url":"/people/mccook-217.html","birth_year":1670,"death_year":null,"gender":"Female","age_gap":33,"age_gap_label":"33 years","role":"possible mother","locations":["Scotland","Derryloran, County Tyrone, Northern Ireland, United Kingdom","Scotland — exact locality unproved"],"score":11,"classification":"competing linked parent","reasons":["plausible 33-year parent-child age gap (+18)","candidate's birth is 51 years before the subject's earliest dated child (1721), 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 (1682–1705) (+6; other parent William Walter Glasgow)","same-couple children John Glasgow (1702) and William Glasgow (1705) bracket the subject in the same specific birth locality (+10; strong household-placement clue, not proof)","the subject fills a 3-year gap between those same-couple, same-locality children (+4; corroborated missing birth-order slot)"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)","same country, but no indexed locality overlap (−10)","candidate's child Bessie Glasgow (Glasgow-1545) is also a plausible mother in the subject's birth locality (−6; current tree places this candidate one generation farther back)"],"currently_linked_parent":false,"naming_signal_count":0,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","birth-order gap","local same-spouse child window","spouse-specific child window","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":{"id":"Glasgow-1026","name":"William Walter Glasgow","html_url":"/people/glasgow-1026.html"}},{"id":"Simpson-18136","name":"Mary (Simpson) Glasgow","catalogue_id":"simpson-18136","html_url":"/people/simpson-18136.html","birth_year":1688,"death_year":null,"gender":"Female","age_gap":15,"age_gap_label":"15 years","role":"possible mother","locations":["Ayrshire, Scotland","Ayrshire — exact locality unproved"],"score":9,"classification":"competing linked parent","reasons":["possible 15-year parent-child age gap (+10)","candidate's birth is 33 years before the subject's earliest dated child (1721), a marginal two-generation interval (+1)","same research cluster (+0; grouping is not kinship evidence)","uncommon given names recur in both otherwise distinct descendant branches: George +5 (62 public profiles; subject branch: George Glasgow; candidate branch: George Glasgow, George Glasgow; +2 repetition bonus); Jean +5 (42 public profiles; subject branch: Jean Glasgow, Jean Glasgow; candidate branch: Jean Glasgow; +2 repetition bonus) (+14 total including +4 multi-name bonus)","uncommon spouse surnames recur across the subject and candidate branches: Robertson +4 (+4 total)","3 independent unlinked-profile clue types converge (+5): collateral network, household chronology, naming"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)","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","indirect multi-factor convergence","rare branch-name recurrence","rare name bundle","repeated marriage surnames","two-generation chronology"],"indirect_factor_count":6,"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."}}
