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+8 (23 public profiles; niece/nephew Marion Glasgow); Alexander +3 (60 public profiles; sibling Alexander Glasgow) (+11 total)"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)","same country, but no indexed locality overlap (−10)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","collateral naming","same-sex generational naming","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Glasgow-1131","name":"James Glasgow","catalogue_id":"glasgow-1131","html_url":"/people/glasgow-1131.html","birth_year":1718,"death_year":null,"gender":"Male","age_gap":20,"age_gap_label":"20 years","role":"possible father","locations":["Kilbirnie, Ayrshire, Scotland","Kilbirnie — Ayrshire"],"score":9,"classification":"competing linked parent","reasons":["plausible 20-year parent-child age gap (+18)","candidate's birth is 42 years before the subject's earliest dated child (1760), a compatible grandparent-generation interval (+4)","same research cluster (+0; grouping is not kinship evidence)","candidate and subject share the given name James (+4; weak direct parent-child name recurrence, 228 public profiles)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Marion +8 (23 public profiles; sibling Marion Glasgow) (+8 total)"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)","same country, but no indexed locality overlap (−10)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","collateral naming","same-sex generational naming","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"McEachin-120","name":"Margaret (McEachin) Glasgow","catalogue_id":"mceachin-120","html_url":"/people/mceachin-120.html","birth_year":1711,"death_year":null,"gender":"Female","age_gap":27,"age_gap_label":"27 years","role":"possible mother","locations":["Kilmarnock, Ayrshire, Scotland","Ayrshire — exact locality unproved"],"score":32,"classification":"weak lead","reasons":["plausible 27-year parent-child age gap (+18)","candidate's birth is 49 years before the subject's earliest dated child (1760), 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 (1735–1755) (+6; other parent Hugh Glasgow)","uncommon given names recur in both otherwise distinct descendant branches: George +7 (62 public profiles; subject branch: George Glasgow, George Glasgow; candidate branch: George Glasgow; +4 repetition bonus); Alexander +3 (60 public profiles; subject branch: Alexander Glasgow; candidate branch: Alexander Glasgow) (+14 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-1929","name":"Hugh Glasgow","html_url":"/people/glasgow-1929.html"}},{"id":"Moultrie-158","name":"Margaret (Moultrie) Glasgow","catalogue_id":"moultrie-158","html_url":"/people/moultrie-158.html","birth_year":1700,"death_year":null,"gender":"Female","age_gap":38,"age_gap_label":"38 years","role":"possible mother","locations":["Kirknewton — West Lothian"],"score":24,"classification":"weak lead","reasons":["plausible 38-year parent-child age gap (+18)","candidate's birth is 60 years before the subject's earliest dated child (1760), a compatible grandparent-generation interval (+4)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 6 years of the subject (+1)","uncommon given names recur in both otherwise distinct descendant branches: George +7 (62 public profiles; subject branch: George Glasgow, George Glasgow; candidate branch: George Glasgow; +4 repetition bonus); Alexander +3 (60 public profiles; subject branch: Alexander Glasgow; candidate branch: Alexander William Glasgow) (+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":["same country, but no indexed locality overlap (−10)","candidate's household recorded Jean Glasgow in Kirknewton And East Calder, Midlothian, Scotland within 6 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)"],"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","rare branch-name recurrence","rare name bundle","repeated marriage surnames","two-generation chronology"],"indirect_factor_count":8,"suggested_co_parent":null},{"id":"Glasgow-3552","name":"Jean Glasgow","catalogue_id":"glasgow-3552","html_url":"/people/glasgow-3552.html","birth_year":1715,"death_year":null,"gender":"Female","age_gap":23,"age_gap_label":"23 years","role":"possible mother","locations":["Kilbirnie, Ayrshire, Scotland","Kilbirnie — Ayrshire"],"score":23,"classification":"weak lead","reasons":["plausible 23-year parent-child age gap (+18)","candidate's birth is 45 years before the subject's earliest dated child (1760), 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): Marion +8 (23 public profiles; niece/nephew Marion Glasgow); Alexander +3 (60 public profiles; sibling Alexander 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},{"id":"Glasgow-3548","name":"Margaret Glasgow","catalogue_id":"glasgow-3548","html_url":"/people/glasgow-3548.html","birth_year":1702,"death_year":null,"gender":"Female","age_gap":36,"age_gap_label":"36 years","role":"possible mother","locations":["Kilbirnie — Ayrshire"],"score":23,"classification":"weak lead","reasons":["plausible 36-year parent-child age gap (+18)","candidate's birth is 58 years before the subject's earliest dated child (1760), 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): Marion +8 (23 public profiles; niece/nephew Marion Glasgow); Alexander +3 (60 public profiles; sibling Alexander 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},{"id":"Glasgow-3424","name":"Margaret Glasgow","catalogue_id":"glasgow-3424","html_url":"/people/glasgow-3424.html","birth_year":1720,"death_year":null,"gender":"Female","age_gap":18,"age_gap_label":"18 years","role":"possible mother","locations":["Irvine — Ayrshire"],"score":20,"classification":"weak lead","reasons":["plausible 18-year parent-child age gap (+18)","candidate's birth is 40 years before the subject's earliest dated child (1760), 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): Marion +8 (23 public profiles; sibling Marion Glasgow) (+8 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."}}