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child (1879), a compatible grandparent-generation interval (+4)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 6 years of the subject (+1)","known spouse Vilantia (Lewis) Glasgow had a plausible maternal age (19) at the subject's birth (+7)","candidate's other children share uncommon given names with the subject's recorded siblings: Emily +12 (11 public profiles) (+12 total)"],"conflicts":["a different father 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":5,"factors":["age","household chronology","rare sibling-name pattern","spouse chronology","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Glascow-15","name":"Lemuel Glascow","catalogue_id":"glascow-15","html_url":"/people/glascow-15.html","birth_year":1814,"death_year":1871,"gender":"Male","age_gap":35,"age_gap_label":"35 years","role":"possible father","locations":["Tennessee, United States","White County, Illinois, United States"],"score":16,"classification":"competing linked parent","reasons":["plausible 35-year parent-child age gap (+18)","candidate's birth is 65 years before the subject's earliest dated child (1879), 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 4 years of the subject (+1)","known spouse Mary L (Hobson) Glascow had a plausible maternal age (29) 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":"Gilbert-25488","name":"Lucy (Gilbert) Glasgow","catalogue_id":"gilbert-25488","html_url":"/people/gilbert-25488.html","birth_year":1824,"death_year":null,"gender":"Female","age_gap":25,"age_gap_label":"25 years","role":"possible mother","locations":["Botetourt, Virginia, United States"],"score":15,"classification":"competing linked parent","reasons":["plausible 25-year parent-child age gap (+18)","candidate's birth is 55 years before the subject's earliest dated child (1879), 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 (1839–1862) (+6; other parent Joseph Glasgow)","candidate's other children share uncommon given names with the subject's recorded siblings: Lucy +12 (13 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-2573","name":"Joseph Glasgow","html_url":"/people/glasgow-2573.html"}},{"id":"Newman-6863","name":"Emily Jane (Newman) Glasgow","catalogue_id":"newman-6863","html_url":"/people/newman-6863.html","birth_year":1823,"death_year":1908,"gender":"Female","age_gap":26,"age_gap_label":"26 years","role":"possible mother","locations":["North Carolina","Weakley Co, TN"],"score":13,"classification":"competing linked parent","reasons":["plausible 26-year parent-child age gap (+18)","candidate's birth is 56 years before the subject's earliest dated child (1879), 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 (1848–1860) (+6; other parent Wagstaff Kennedy Glasgow)"],"conflicts":["a different mother 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":0,"relationship_certainty":"Not currently linked as parent","factor_count":3,"factors":["age","spouse-specific child window","two-generation chronology"],"indirect_factor_count":3,"suggested_co_parent":{"id":"Glasgow-123","name":"Wagstaff Kennedy Glasgow","html_url":"/people/glasgow-123.html"}},{"id":"Billings-3866","name":"Mary Esther (Billings) Glasko","catalogue_id":"billings-3866","html_url":"/people/billings-3866.html","birth_year":1823,"death_year":1893,"gender":"Female","age_gap":26,"age_gap_label":"26 years","role":"possible mother","locations":["Griswold, New London, Connecticut, United States","Sprague, New London, Connecticut, United States"],"score":11,"classification":"competing linked parent","reasons":["plausible 26-year parent-child age gap (+18)","candidate's birth is 56 years before the subject's earliest dated child (1879), 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 (1846–1860) (+6; other parent Isaac Moodey Glasko)","candidate's other children share uncommon given names with the subject's recorded siblings: Lucy +12 (13 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)","candidate already has another child named James A Glasko (Glasko-22) 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","rare sibling-name pattern","spouse-specific child window","two-generation chronology"],"indirect_factor_count":3,"suggested_co_parent":{"id":"Glasko-3","name":"Isaac Moodey Glasko","html_url":"/people/glasko-3.html"}},{"id":"Groff-325","name":"Elizabeth (Groff) Glasgow","catalogue_id":"groff-325","html_url":"/people/groff-325.html","birth_year":1810,"death_year":1854,"gender":"Female","age_gap":39,"age_gap_label":"39 years","role":"possible mother","locations":["St. Louis, St. Louis, Missouri Territory, United States","Osage, Missouri, USA"],"score":11,"classification":"competing linked parent","reasons":["plausible 39-year parent-child age gap (+18)","candidate's birth is 69 years before the subject's earliest dated child (1879), a compatible grandparent-generation interval (+4)","same research cluster (+0; grouping is not kinship evidence)","another recorded child shares the subject's birth year (+2; possible twins or date uncertainty)","candidate's other children share uncommon given names with the subject's recorded siblings: Lucy +12 (13 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","household chronology","rare sibling-name pattern","two-generation chronology"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Gholson-100","name":"Martha Anne Jane (Gholson) Glasgow","catalogue_id":"gholson-100","html_url":"/people/gholson-100.html","birth_year":1831,"death_year":1893,"gender":"Female","age_gap":18,"age_gap_label":"18 years","role":"possible mother","locations":["Cumberland, Virginia, United States","Richmond, Virginia, United States"],"score":10,"classification":"competing linked parent","reasons":["plausible 18-year parent-child age gap (+18)","candidate's birth is 48 years before the subject's earliest dated child (1879), a compatible grandparent-generation interval (+4)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 6 years of the subject (+1)","candidate's other children share uncommon given names with the subject's recorded siblings: Emily +12 (11 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","household chronology","rare sibling-name pattern","two-generation chronology"],"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."}}