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match)","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): Isaac +12 (13 public profiles; niece/nephew Isaac Wesley (Glascow) Glasgow); Ruth +12 (15 public profiles; niece/nephew Ruth Glasgow) (+24 total)","candidate's parents' names recur among the subject's grandchildren: Ruth +5 (+5 total; weak multigeneration clue)"],"conflicts":["a different father is strongly supported (−30; Probable; estate-party reconstruction)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","broad geography","collateral naming","great-grandparent name echo","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-220","name":"Caleb Glasgow","catalogue_id":"glasgow-220","html_url":"/people/glasgow-220.html","birth_year":1781,"death_year":1818,"gender":"Male","age_gap":19,"age_gap_label":"19 years","role":"possible father","locations":["Currituck, North Carolina, United States","Currituck, North Carolina, USA"],"score":21,"classification":"competing linked parent","reasons":["possible 19-year parent-child age gap (+10)","candidate's birth is 42 years before the subject's earliest dated child (1823), a compatible grandparent-generation interval (+4)","weak broad-area overlap: carolina (+1; not a locality match)","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): Francis +12 (11 public profiles; niece/nephew Francis Marion Glasgow); Isaac +12 (13 public profiles; sibling Isaac Wesley Glasgow); Ruth +12 (15 public profiles; sibling Ruth Glasgow) (+36 total)"],"conflicts":["a different father is strongly supported (−30; Probable; estate-party reconstruction)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","broad geography","collateral naming","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Glasgow-664","name":"John S. Glasgow Jr.","catalogue_id":"glasgow-664","html_url":"/people/glasgow-664.html","birth_year":1777,"death_year":1845,"gender":"Male","age_gap":23,"age_gap_label":"23 years","role":"possible father","locations":["Daill, Argyll, Scotland","Glasgow, Cambria, Pennsylvania, United States"],"score":16,"classification":"competing linked parent","reasons":["plausible 23-year parent-child age gap (+18)","candidate's birth is 46 years before the subject's earliest dated child (1823), a compatible grandparent-generation interval (+4)","known spouse Elizabeth Jane (Bell) Glasgow had a plausible maternal age (26) at the subject's birth (+7)","candidate's name matches the first dated son John F Glasgow, the expected father position for a male subject (+5; catalogue rarity 0, John in 278 profiles)","family naming controls: 1 supporting and 0 conflicting known positions (already reflected in naming weight)","uncommon given names recur in both otherwise distinct descendant branches: Susan +8 (18 public profiles; subject branch: Susan Sarah Jane (Glasgow) Barnes; candidate branch: Susan E (Glasgow) Troxell); George +3 (61 public profiles; subject branch: George Washington Glasgow; candidate branch: George L Glasgow); Nancy +3 (49 public profiles; subject branch: Nancy A Glasgow; candidate branch: Nancy (Glasgow) Brubaker) (+22 total including +8 multi-name bonus)"],"conflicts":["a different father is strongly supported (−30; Probable; estate-party reconstruction)","same country, but no indexed locality overlap (−10)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":7,"factors":["age","rare branch-name recurrence","rare name bundle","sex-aware ordered naming","spouse chronology","tradition validation","two-generation chronology"],"indirect_factor_count":7,"suggested_co_parent":null},{"id":"Glasgow-3978","name":"Rachel McCrackin","catalogue_id":"glasgow-3978","html_url":"/people/glasgow-3978.html","birth_year":1775,"death_year":null,"gender":"Female","age_gap":25,"age_gap_label":"25 years","role":"possible mother","locations":["Newberry, South Carolina, United States"],"score":33,"classification":"competing linked parent","reasons":["plausible 25-year parent-child age gap (+18)","candidate's birth is 48 years before the subject's earliest dated child (1823), 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)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Wilson +14 (4 public profiles; sibling Wilson Crossier Glasgow); Ruth +12 (15 public profiles; niece/nephew Ruth Glasgow) (+26 total)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["a different mother is strongly supported (−30; Probable; estate-party reconstruction)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","collateral naming","indirect multi-factor convergence","two-generation chronology","undated locality"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-3977","name":"Margaret Kinard","catalogue_id":"glasgow-3977","html_url":"/people/glasgow-3977.html","birth_year":1773,"death_year":null,"gender":"Female","age_gap":27,"age_gap_label":"27 years","role":"possible mother","locations":["Newberry, South Carolina, United States"],"score":33,"classification":"competing linked parent","reasons":["plausible 27-year parent-child age gap (+18)","candidate's birth is 50 years before the subject's earliest dated child (1823), 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)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Wilson +14 (4 public profiles; sibling Wilson Crossier Glasgow); Ruth +12 (15 public profiles; niece/nephew Ruth Glasgow) (+26 total)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["a different mother is strongly supported (−30; Probable; estate-party reconstruction)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","collateral naming","indirect multi-factor convergence","two-generation chronology","undated locality"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Cannady-99","name":"Dosha (Cannady) Glasgow","catalogue_id":"cannady-99","html_url":"/people/cannady-99.html","birth_year":1792,"death_year":1848,"gender":"Female","age_gap":8,"age_gap_label":"nominally 8 years; approximate dates permit about 15–18 years","role":"possible mother","locations":["Wake County, North Carolina, United States","Weakley County, Tennessee, United States"],"score":30,"classification":"competing linked parent","reasons":["the nominal 8-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (15–18 years) (+4)","candidate's birth is 31 years before the subject's earliest dated child (1823), a marginal two-generation interval (+1)","weak broad-area overlap: carolina (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","uncommon given names recur in both otherwise distinct descendant branches: Francis +12 (11 public profiles; subject branch: Francis M Glasgow; candidate branch: Francis Marion Glasgow); Isaac +12 (13 public profiles; subject branch: Isaac N Glasgow; candidate branch: Isaac Carrington Glasgow); Susan +8 (18 public profiles; subject branch: Susan Sarah Jane (Glasgow) Barnes; candidate branch: Susan Caroline Glasgow) (+40 total including +8 multi-name bonus)","uncommon spouse surnames recur across the subject and candidate branches: Clark +6 (+6 total)","the candidate's own child family has 2 known-position naming matches (+3; branch-level validation)","3 independent unlinked-profile clue types converge (+5): collateral network, household chronology, naming"],"conflicts":["a different mother is strongly supported (−30; Probable; estate-party reconstruction)","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":8,"factors":["age","broad geography","candidate-family tradition","indirect multi-factor convergence","rare branch-name recurrence","rare name bundle","repeated marriage surnames","two-generation chronology"],"indirect_factor_count":8,"suggested_co_parent":null},{"id":"Glasgow-334","name":"Ruth Glasgow","catalogue_id":"glasgow-334","html_url":"/people/glasgow-334.html","birth_year":1782,"death_year":null,"gender":"Female","age_gap":18,"age_gap_label":"18 years","role":"possible mother","locations":["Currituck, North Carolina, United States","Harpers River, Davidson, Tennessee, United States","Currituck, North Carolina, USA"],"score":25,"classification":"competing linked parent","reasons":["plausible 18-year parent-child age gap (+18)","candidate's birth is 41 years before the subject's earliest dated child (1823), a compatible grandparent-generation interval (+4)","weak broad-area overlap: carolina (+1; not a locality match)","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): Francis +12 (11 public profiles; niece/nephew Francis Marion Glasgow); Isaac +12 (13 public profiles; sibling Isaac Wesley Glasgow); Susan +8 (18 public profiles; niece/nephew Susan Caroline Glasgow) (+32 total)"],"conflicts":["a different mother is strongly supported (−30; Probable; estate-party reconstruction)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","broad geography","collateral naming","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Glasgow-302","name":"Love Glasgow","catalogue_id":"glasgow-302","html_url":"/people/glasgow-302.html","birth_year":1785,"death_year":1839,"gender":"Female","age_gap":15,"age_gap_label":"15 years","role":"possible mother","locations":["Currituck, North Carolina, United States","Currituck, North Carolina, USA"],"score":18,"classification":"competing linked parent","reasons":["possible 15-year parent-child age gap (+10)","candidate's birth is 38 years before the subject's earliest dated child (1823), a marginal two-generation interval (+1)","weak broad-area overlap: carolina (+1; not a locality match)","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): Francis +12 (11 public profiles; niece/nephew Francis Marion Glasgow); Isaac +12 (13 public profiles; sibling Isaac Wesley Glasgow); Ruth +12 (15 public profiles; sibling Ruth Glasgow) (+36 total)"],"conflicts":["a different mother is strongly supported (−30; Probable; estate-party reconstruction)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","broad geography","collateral naming","two-generation chronology"],"indirect_factor_count":4,"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."}}