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for a male subject (+5; catalogue rarity 1, Jean in 41 profiles)","family naming controls: 0 supporting and 1 conflicting known positions (already reflected in naming weight)","a candidate spouse matches the first dated son William James Glasgow, the expected father position (+3; William in 215 profiles)","candidate and spouse jointly match both grandparent positions in the same child group (+3; combined catalogue rarity 1)"],"conflicts":["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":5,"factors":["age","common parental couple naming","sex-aware ordered naming","tradition validation","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-2374","name":"Sarah Ann (Glasgow) Dunn","catalogue_id":"glasgow-2374","html_url":"/people/glasgow-2374.html","birth_year":1840,"death_year":1923,"gender":"Female","age_gap":40,"age_gap_label":"40 years","role":"possible mother","locations":["Allegheny, Pennsylvania, United States","Page, Iowa, United States"],"score":30,"classification":"weak lead","reasons":["plausible 40-year parent-child age gap (+18)","candidate's birth is 70 years before the subject's earliest dated child (1910), a compatible grandparent-generation interval (+4)","same research cluster (+0; grouping is not kinship evidence)","a candidate spouse matches the first dated son William James Glasgow, the expected father position (+3; William in 215 profiles)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Stanley +16 (2 public profiles; niece/nephew Stanley James Glasgow); Donald +14 (4 public profiles; sibling Donald Cargill Glasgow) (+30 total)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","collateral naming","sex-aware ordered naming","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Younger-1253","name":"Marion Cameron (Younger) Glasgow","catalogue_id":"younger-1253","html_url":"/people/younger-1253.html","birth_year":1856,"death_year":1896,"gender":"Female","age_gap":24,"age_gap_label":"24 years","role":"possible mother","locations":["Stoke on Trent, Staffordshire, England, United Kingdom","New Zealand"],"score":27,"classification":"weak lead","reasons":["plausible 24-year parent-child age gap (+18)","candidate's birth is 54 years before the subject's earliest dated child (1910), a compatible grandparent-generation interval (+4)","weak broad-area overlap: zealand (+1; not a locality match)","a known child was born within 4 years of the subject (+1)","a candidate spouse matches the first dated son William James Glasgow, the expected father position (+3; William in 215 profiles)"],"conflicts":[],"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-2382","name":"Elizabeth (Glasgow) Walkinshaw","catalogue_id":"glasgow-2382","html_url":"/people/glasgow-2382.html","birth_year":1851,"death_year":null,"gender":"Female","age_gap":29,"age_gap_label":"29 years","role":"possible mother","locations":["Pennsylvania, United States","Iowa, United States"],"score":27,"classification":"weak lead","reasons":["plausible 29-year parent-child age gap (+18)","candidate's birth is 59 years before the subject's earliest dated child (1910), 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): Stanley +16 (2 public profiles; niece/nephew Stanley James Glasgow); Donald +14 (4 public profiles; sibling Donald Cargill Glasgow) (+30 total)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)"],"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-979","name":"Lillian Sloane (Glasgow) Willoughby","catalogue_id":"glasgow-979","html_url":"/people/glasgow-979.html","birth_year":1869,"death_year":1941,"gender":"Female","age_gap":11,"age_gap_label":"nominally 11 years; approximate dates permit about 15–21 years","role":"possible mother","locations":["Auckland, New Zealand"],"score":26,"classification":"weak lead","reasons":["the nominal 11-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (15–21 years) (+4)","candidate's birth is 41 years before the subject's earliest dated child (1910), a compatible grandparent-generation interval (+4)","candidate is associated with the subject's stated birthplace, but not by a reliable near-contemporary record (+10)","same research cluster (+0; grouping is not kinship evidence)","a candidate spouse matches the first dated son William James Glasgow, the expected father position (+3; William in 215 profiles)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["parentage requires the approximate birth estimate to be early enough (no deduction)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","indirect multi-factor convergence","sex-aware ordered naming","two-generation chronology","undated locality"],"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."}}