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weak direct parent-child name recurrence, 59 public profiles)","candidate's name matches the first dated son Alexander Glasgow, the expected father position for a male subject (+6; catalogue rarity 1, Alexander in 59 profiles)","the same sex-aware parent-name position recurs independently in sibling households: Ralph Glasgow → Alexander Glasgow (+3)"],"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":3,"relationship_certainty":"Not currently linked as parent","factor_count":6,"factors":["age","same-sex generational naming","sex-aware ordered naming","sibling-household replication","spouse chronology","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-2701","name":"Alexander Glasgow","catalogue_id":"glasgow-2701","html_url":"/people/glasgow-2701.html","birth_year":1782,"death_year":null,"gender":"Male","age_gap":31,"age_gap_label":"31 years","role":"possible father","locations":["Glasgow, Lanarkshire, Scotland","Glasgow"],"score":22,"classification":"competing linked parent","reasons":["plausible 31-year parent-child age gap (+18)","candidate's birth is 57 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","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 Alexander (+5; weak direct parent-child name recurrence, 59 public profiles)","candidate's name matches the first dated son Alexander Glasgow, the expected father position for a male subject (+6; catalogue rarity 1, Alexander in 59 profiles)","the same sex-aware parent-name position recurs independently in sibling households: Ralph Glasgow → Alexander Glasgow (+3)"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)"],"currently_linked_parent":false,"naming_signal_count":3,"relationship_certainty":"Not currently linked as parent","factor_count":6,"factors":["age","broad geography","same-sex generational naming","sex-aware ordered naming","sibling-household replication","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-2968","name":"John Glasgow","catalogue_id":"glasgow-2968","html_url":"/people/glasgow-2968.html","birth_year":1786,"death_year":null,"gender":"Male","age_gap":27,"age_gap_label":"27 years","role":"possible father","locations":["Lanarkshire, Scotland","Lanarkshire — exact locality unproved"],"score":18,"classification":"competing linked parent","reasons":["plausible 27-year parent-child age gap (+18)","candidate's birth is 53 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","same broad administrative area only (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 3 years of the subject (+3)","known spouse Elizabeth (Unknown) Glasgow had a plausible maternal age (27) at the subject's birth (+7)"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)"],"currently_linked_parent":false,"naming_signal_count":0,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","broad geography","household chronology","spouse chronology","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-2876","name":"William Glasgow","catalogue_id":"glasgow-2876","html_url":"/people/glasgow-2876.html","birth_year":1783,"death_year":1873,"gender":"Male","age_gap":30,"age_gap_label":"30 years","role":"possible father","locations":["Symington, Lanarkshire, Scotland, United Kingdom","Lanarkshire — exact locality unproved"],"score":18,"classification":"competing linked parent","reasons":["plausible 30-year parent-child age gap (+18)","candidate's birth is 56 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","same broad administrative area only (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 3 years of the subject (+3)","known spouse Margaret (Graham) Glasgow had a plausible maternal age (30) at the subject's birth (+7)"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)"],"currently_linked_parent":false,"naming_signal_count":0,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","broad geography","household chronology","spouse chronology","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Gilmour-965","name":"Janet (Gilmour) Glasgow","catalogue_id":"gilmour-965","html_url":"/people/gilmour-965.html","birth_year":1794,"death_year":1845,"gender":"Female","age_gap":19,"age_gap_label":"19 years","role":"possible mother","locations":["Lanarkshire — exact locality unproved"],"score":73,"classification":"strong multi-factor lead","reasons":["candidate is the spouse of the linked opposite-sex parent (+8; tree couple clue)","plausible 19-year parent-child age gap (+18)","candidate's birth is 45 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","same broad administrative area only (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 8 years of the subject (+1)","the same sex-aware parent-name position recurs independently in sibling households: Ralph Glasgow → Janet Glasgow (+3)","candidate is already linked as parent of 3 exact subject sibling profiles (+24): Margaret Glasgow, Elizabeth Glasgow, Mary Glasgow","the candidate and the subject's linked father Robert Glasgow are jointly recorded as parents of 3 exact sibling profiles (+14; strong couple-structure clue)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":8,"factors":["age","broad geography","exact sibling profiles","household chronology","parental couple structure","sibling parental couple","sibling-household replication","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Smith-228705","name":"Ellen (Smith) Glasgow","catalogue_id":"smith-228705","html_url":"/people/smith-228705.html","birth_year":1795,"death_year":null,"gender":"Female","age_gap":18,"age_gap_label":"18 years","role":"possible mother","locations":["Glasgow"],"score":30,"classification":"weak lead","reasons":["plausible 18-year parent-child age gap (+18)","candidate's birth is 44 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 7 years of the subject (+1)","a candidate spouse matches the first dated son Alexander Glasgow, the expected father position (+4; Alexander in 59 profiles)","candidate's other children share uncommon given names with the subject's recorded siblings: Janet +3 (43 public profiles) (+3 total)"],"conflicts":["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","household chronology","rare sibling-name pattern","sex-aware ordered naming","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Lang-8358","name":"Jean (Lang) Glasgow","catalogue_id":"lang-8358","html_url":"/people/lang-8358.html","birth_year":1780,"death_year":null,"gender":"Female","age_gap":33,"age_gap_label":"33 years","role":"possible mother","locations":["Barony"],"score":26,"classification":"weak lead","reasons":["plausible 33-year parent-child age gap (+18)","candidate's birth is 59 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","a candidate spouse matches the first dated son Alexander Glasgow, the expected father position (+4; Alexander in 59 profiles)"],"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","sex-aware ordered naming","two-generation chronology"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Glasgow-3066","name":"Janet (Glasgow) Scott","catalogue_id":"glasgow-3066","html_url":"/people/glasgow-3066.html","birth_year":1791,"death_year":null,"gender":"Female","age_gap":22,"age_gap_label":"22 years","role":"possible mother","locations":["Location not supplied — profile holding point"],"score":25,"classification":"weak lead","reasons":["plausible 22-year parent-child age gap (+18)","candidate's birth is 48 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","the same sex-aware parent-name position recurs independently in sibling households: Ralph Glasgow → Janet Glasgow (+3)"],"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","sibling-household replication","two-generation chronology"],"indirect_factor_count":2,"suggested_co_parent":null},{"id":"Thomson-14488","name":"Janet (Thomson) Glasgow","catalogue_id":"thomson-14488","html_url":"/people/thomson-14488.html","birth_year":1783,"death_year":null,"gender":"Female","age_gap":30,"age_gap_label":"30 years","role":"possible mother","locations":["Location not supplied — profile holding point"],"score":25,"classification":"weak lead","reasons":["plausible 30-year parent-child age gap (+18)","candidate's birth is 56 years before the subject's earliest dated child (1839), a compatible grandparent-generation interval (+4)","the same sex-aware parent-name position recurs independently in sibling households: Ralph Glasgow → Janet Glasgow (+3)"],"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","sibling-household replication","two-generation chronology"],"indirect_factor_count":2,"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."}}