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grouping is not kinship evidence)","a known child was born within 7 years of the subject (+1)","candidate has another child, Sarah Jane (Glasgow) Gilleland, born 7 years from the subject in the same specific birth locality (+4; possible sibling-household clue)","a candidate spouse matches the first dated son Robert Calvert Glasgow, the expected father position (+3; Robert in 165 profiles)","candidate's other children share uncommon given names with the subject's recorded siblings: Hugh +3 (36 public profiles) (+3 total)","uncommon given names recur in both otherwise distinct descendant branches: Howard +14 (4 public profiles; subject branch: Howard Calvert Glasgow; candidate branch: Howard Wylie Glasgow) (+14 total)","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)","candidate already has another child named Robert C Glasgow (Glasgow-1569) without a documented death permitting name reuse (−4; check whether the child profiles duplicate or conflict)"],"currently_linked_parent":false,"naming_signal_count":3,"relationship_certainty":"Not currently linked as parent","factor_count":9,"factors":["age","household chronology","indirect multi-factor convergence","local sibling birth","rare branch-name recurrence","rare sibling-name pattern","sex-aware ordered naming","two-generation chronology","undated locality"],"indirect_factor_count":8,"suggested_co_parent":null},{"id":"Glasgow-3042","name":"Sarah Glasgow","catalogue_id":"glasgow-3042","html_url":"/people/glasgow-3042.html","birth_year":1794,"death_year":1847,"gender":"Female","age_gap":33,"age_gap_label":"33 years","role":"possible mother","locations":["South Carolina, United States"],"score":15,"classification":"competing linked parent","reasons":["plausible 33-year parent-child age gap (+18)","candidate's birth is 79 years before the subject's earliest dated child (1873), 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 (1817–1855) (+6; other parent James Glasgow)","candidate's other children share uncommon given names with the subject's recorded siblings: Archibald +12 (9 public profiles) (+12 total)"],"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":4,"factors":["age","rare sibling-name pattern","spouse-specific child window","two-generation chronology"],"indirect_factor_count":3,"suggested_co_parent":{"id":"Glasgow-2439","name":"James Glasgow","html_url":"/people/glasgow-2439.html"}},{"id":"Brom-40","name":"Mary (Brom) Glasgow","catalogue_id":"brom-40","html_url":"/people/brom-40.html","birth_year":1803,"death_year":null,"gender":"Female","age_gap":24,"age_gap_label":"24 years","role":"possible mother","locations":["Pennsylvania, United States","Chester, Pennsylvania, United States"],"score":14,"classification":"competing linked parent","reasons":["plausible 24-year parent-child age gap (+18)","candidate's birth is 70 years before the subject's earliest dated child (1873), a compatible grandparent-generation interval (+4)","weak broad-area overlap: pennsylvania (+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)","a candidate spouse matches the first dated son Robert Calvert Glasgow, the expected father position (+3; Robert in 165 profiles)"],"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","broad geography","household chronology","sex-aware ordered naming","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-1936","name":"Nancy Crockett (Glasgow) Black","catalogue_id":"glasgow-1936","html_url":"/people/glasgow-1936.html","birth_year":1809,"death_year":1881,"gender":"Female","age_gap":18,"age_gap_label":"18 years","role":"possible mother","locations":["West Union, Adams, Ohio, United States","Fairfield, Jefferson, Iowa, United States"],"score":13,"classification":"competing linked parent","reasons":["plausible 18-year parent-child age gap (+18)","candidate's birth is 64 years before the subject's earliest dated child (1873), a compatible grandparent-generation interval (+4)","candidate has only broad or undated birth-locality overlap: west (+6)","same research cluster (+0; grouping is not kinship evidence)"],"conflicts":["a different mother 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":3,"factors":["age","two-generation chronology","undated locality"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Glasgow-807","name":"Sarah (Glasgow) Anderson","catalogue_id":"glasgow-807","html_url":"/people/glasgow-807.html","birth_year":1808,"death_year":1894,"gender":"Female","age_gap":19,"age_gap_label":"19 years","role":"possible mother","locations":["Bakerstown, Richland Township, Allegheny, Pennsylvania, United States","Freeport, Armstrong, Pennsylvania, United States"],"score":13,"classification":"competing linked parent","reasons":["plausible 19-year parent-child age gap (+18)","candidate's birth is 65 years before the subject's earliest dated child (1873), a compatible grandparent-generation interval (+4)","candidate has only broad or undated birth-locality overlap: allegheny, township (+6)","same research cluster (+0; grouping is not kinship evidence)"],"conflicts":["a different mother 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":3,"factors":["age","two-generation chronology","undated locality"],"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."}}