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(+18)","candidate and subject share the given name Jennie (+8; weak direct parent-child name recurrence, 7 public profiles)"],"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":2,"factors":["age","same-sex generational naming"],"indirect_factor_count":2,"suggested_co_parent":null},{"id":"Glasgow-154","name":"Jennie Mary Glasgow","catalogue_id":"glasgow-154","html_url":"/people/glasgow-154.html","birth_year":1851,"death_year":1927,"gender":"Female","age_gap":40,"age_gap_label":"40 years","role":"possible mother","locations":["Mcveytown, Mifflin County, Pennsylvania, United States","Altoona, Blair County, Pennsylvania, United States","McVeytown, Mifflin County, Pennsylvania, USA"],"score":16,"classification":"weak lead","reasons":["plausible 40-year parent-child age gap (+18)","same research cluster (+0; grouping is not kinship 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of the subject (+3)","uncommon given names recur in both otherwise distinct descendant branches: Jennie +14 (7 public profiles; subject branch: Jennie Ethel Glasgow; candidate branch: Jennie Maude (Glasgow) Brode) (+14 total)"],"conflicts":["same country, but no indexed locality overlap (−10)","candidate's household recorded Stanley James Glasgow in Page County, Iowa, United States within 2 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)","candidate already has another child named Jennie Maude (Glasgow) Brode (Glasgow-2383) without a documented death permitting name reuse (−4; check whether the child profiles duplicate or conflict)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","contemporaneous household conflict","household chronology","rare branch-name recurrence"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Denton-1122","name":"Nancy Jane (Denton) Glasgow","catalogue_id":"denton-1122","html_url":"/people/denton-1122.html","birth_year":1872,"death_year":1968,"gender":"Female","age_gap":19,"age_gap_label":"19 years","role":"possible mother","locations":["Gibbs, Adair Co, Missouri, USA"],"score":25,"classification":"chronology-only fallback","reasons":["plausible 19-year parent-child age gap (+18)","weak broad-area overlap: missouri (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","subject's birth fits between children attributed to the same parental couple (1890–1904) (+6; other parent James Beauregarde Glasgow)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":0,"relationship_certainty":"Not currently linked as parent","factor_count":3,"factors":["age","broad geography","spouse-specific child window"],"indirect_factor_count":3,"suggested_co_parent":{"id":"Glasgow-366","name":"James Beauregarde Glasgow","html_url":"/people/glasgow-366.html"}},{"id":"Glasgow-2590","name":"Mary L Glasgow","catalogue_id":"glasgow-2590","html_url":"/people/glasgow-2590.html","birth_year":1873,"death_year":null,"gender":"Female","age_gap":18,"age_gap_label":"18 years","role":"possible mother","locations":["Missouri, United States"],"score":19,"classification":"chronology-only fallback","reasons":["plausible 18-year parent-child age gap (+18)","weak broad-area overlap: missouri (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":0,"relationship_certainty":"Not currently linked as parent","factor_count":2,"factors":["age","broad geography"],"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."}}