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approximate dates permit about 15–24 years","role":"possible mother","locations":["New Brunswick"],"score":19,"classification":"weak lead","reasons":["the nominal 14-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (15–24 years) (+4)","candidate's birth is 39 years before the subject's earliest dated child (1870), a marginal two-generation interval (+1)","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): Ada +14 (7 public profiles; sibling Ada Atcheson) (+14 total)"],"conflicts":["parentage requires the approximate birth estimate to be early enough (no deduction)","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","collateral naming","two-generation chronology"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Unknown-540868","name":"Ellin (Unknown) Glasgow","catalogue_id":"unknown-540868","html_url":"/people/unknown-540868.html","birth_year":1811,"death_year":null,"gender":"Female","age_gap":34,"age_gap_label":"34 years","role":"possible mother","locations":["Cloghgaldanagh townland (estimated)","Cloghgaldanagh townland"],"score":19,"classification":"weak lead","reasons":["plausible 34-year parent-child age gap (+18)","candidate's birth is 59 years before the subject's earliest dated child (1870), a compatible grandparent-generation interval (+4)","subject's birth fits between children attributed to the same parental couple (1837–1847) (+6; other parent William Glasgow)","a candidate spouse matches the first dated son William Horace Glasgow, the expected father position (+3; William in 222 profiles)"],"conflicts":["locality comparison is unavailable because one or both profiles lack adequate place data (no deduction)","candidate's household recorded Robert Glasgow in Dunaghy, County Antrim, Ireland, United Kingdom within 0 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":5,"factors":["age","contemporaneous household conflict","sex-aware ordered naming","spouse-specific child window","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":{"id":"Glasgow-1387","name":"William Glasgow","html_url":"/people/glasgow-1387.html"}},{"id":"Campbell-51866","name":"Nancy Ann (Campbell) Glasgow","catalogue_id":"campbell-51866","html_url":"/people/campbell-51866.html","birth_year":1825,"death_year":1918,"gender":"Female","age_gap":20,"age_gap_label":"20 years","role":"possible mother","locations":["Winchester Township, Adams, Ohio, United States","Courtland, Republic, Kansas, United States"],"score":2,"classification":"weak lead","reasons":["plausible 20-year parent-child age gap (+18)","candidate's birth is 45 years before the subject's earliest dated child (1870), a compatible grandparent-generation interval (+4)","candidate has only broad or undated birth-locality overlap: winchester (+6)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 2 years of the subject (+3)","a candidate spouse matches the first dated son William Horace Glasgow, the expected father position (+3; William in 222 profiles)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)","candidate's household recorded James Taylor Glasgow in Adams, Ohio, United States within 2 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":7,"factors":["age","contemporaneous household conflict","household chronology","indirect multi-factor convergence","sex-aware ordered naming","two-generation chronology","undated locality"],"indirect_factor_count":7,"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."}}