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sibling Ruth Glasgow) (+12 total)","uncommon spouse surnames recur across the subject and candidate branches: Clark +6 (+6 total)","3 independent unlinked-profile clue types converge (+5): collateral network, household chronology, naming"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)","candidate's household recorded Jesse Glasgow in Wake, North Carolina, United States within 1 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)"],"currently_linked_parent":false,"naming_signal_count":3,"relationship_certainty":"Not currently linked as parent","factor_count":12,"factors":["age","broad geography","child naming","collateral naming","contemporaneous household conflict","indirect multi-factor convergence","rare branch-name recurrence","rare name bundle","repeated marriage surnames","spouse chronology","spouse-specific child window","two-generation chronology"],"indirect_factor_count":12,"suggested_co_parent":{"id":"Cannady-99","name":"Dosha (Cannady) Glasgow","html_url":"/people/cannady-99.html"}},{"id":"Glasgow-280","name":"John Cooper Glasgow","catalogue_id":"glasgow-280","html_url":"/people/glasgow-280.html","birth_year":1794,"death_year":1835,"gender":"Male","age_gap":30,"age_gap_label":"30 years","role":"possible father","locations":["Currituck, North Carolina, United States","Stewart, Tennessee, United States","Currituck, North Carolina, USA"],"score":39,"classification":"competing linked parent","reasons":["plausible 30-year parent-child age gap (+18)","candidate's birth is 52 years before the subject's earliest dated child (1846), 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)","subject's birth fits within the candidate's overall child-bearing span (1821–1833) (+3; children are not tied to one spouse)","candidate's name matches the first dated son John H Glasgow, the expected father position for a male subject (+4; catalogue rarity 0, John in 280 profiles)","family naming controls: 0 supporting and 1 conflicting known positions (already reflected in naming weight)","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 (10 public profiles; sibling Isaac Wesley Glasgow); Ruth +12 (13 public profiles; sibling Ruth Glasgow) (+36 total)"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)","candidate's household recorded James Marion Glasgow in Grainger, Tennessee, United States within 3 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":8,"factors":["age","broad geography","collateral naming","contemporaneous household conflict","household chronology","sex-aware ordered naming","tradition validation","two-generation chronology"],"indirect_factor_count":8,"suggested_co_parent":null},{"id":"Glasgow-339","name":"Samuel Glasgow","catalogue_id":"glasgow-339","html_url":"/people/glasgow-339.html","birth_year":1790,"death_year":null,"gender":"Male","age_gap":34,"age_gap_label":"34 years","role":"possible father","locations":["Currituck, North Carolina, United States","Halifax, North Carolina, United States","Currituck, North Carolina, USA"],"score":39,"classification":"competing linked parent","reasons":["plausible 34-year parent-child age gap (+18)","candidate's birth is 56 years before the subject's earliest dated child (1846), 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 (10 public profiles; sibling Isaac Wesley Glasgow); Ruth +12 (13 public profiles; sibling Ruth Glasgow) (+36 total)"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)","descendant-name recurrence has no independent household, record, migration or specific-locality anchor (score capped at 39)"],"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-2439","name":"James Glasgow","catalogue_id":"glasgow-2439","html_url":"/people/glasgow-2439.html","birth_year":1789,"death_year":1831,"gender":"Male","age_gap":35,"age_gap_label":"35 years","role":"possible father","locations":["South Carolina, United States","South Carolina"],"score":34,"classification":"competing linked parent","reasons":["plausible 35-year parent-child age gap (+18)","candidate's birth is 57 years before the subject's earliest dated child (1846), 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)","subject's birth fits between children attributed to the same parental couple (1817–1855) (+6; other parent Sarah Glasgow)","candidate has another child, Archibald C Glasgow, born 7 years from the subject in the same specific birth locality (+4; possible sibling-household clue)","known spouse Sarah Glasgow had a plausible maternal age (30) 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":6,"factors":["age","local sibling birth","spouse chronology","spouse-specific child window","two-generation chronology","undated locality"],"indirect_factor_count":6,"suggested_co_parent":{"id":"Glasgow-3042","name":"Sarah Glasgow","html_url":"/people/glasgow-3042.html"}},{"id":"Glasgow-108","name":"Elijah Hawking Glasgow","catalogue_id":"glasgow-108","html_url":"/people/glasgow-108.html","birth_year":1815,"death_year":1875,"gender":"Male","age_gap":9,"age_gap_label":"nominally 9 years; approximate dates permit about 16–19 years","role":"possible father","locations":["Wake Colorado, North Carolina, United States","Stoddard, Missouri, United States","Wake Co, NC"],"score":28,"classification":"competing linked parent","reasons":["the nominal 9-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (16–19 years) (+4)","candidate's birth is 31 years before the subject's earliest dated child (1846), 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: George +5 (59 public profiles; subject branch: George Washington Glasgow; candidate branch: George Houston Glasgow, George Irvin Glasgow; +2 repetition bonus); Nancy +3 (48 public profiles; subject branch: Nancy A Glasgow; candidate branch: Nancy C Glasgow) (+12 total including +4 multi-name bonus)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Francis +12 (11 public profiles; sibling Francis Marion Glasgow); Susan +8 (16 public profiles; sibling Susan Caroline Glasgow) (+20 total)","uncommon spouse surnames recur across the subject and candidate branches: Clark +6 (+6 total)","3 independent unlinked-profile clue types converge (+5): collateral network, household chronology, naming"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)","parentage requires the approximate birth estimate to be early enough (no deduction)","no known spouse has a plausible maternal age at the subject's birth (−6; an unknown spouse remains possible)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":8,"factors":["age","broad geography","collateral naming","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":"Unknown-607112","name":"Elizabeth (Unknown) Glasgow","catalogue_id":"unknown-607112","html_url":"/people/unknown-607112.html","birth_year":1795,"death_year":1885,"gender":"Female","age_gap":29,"age_gap_label":"29 years","role":"possible mother","locations":["South Carolina, United States","Warrior, Jefferson, Alabama, United States"],"score":100,"classification":"strong multi-factor lead","reasons":["candidate is the spouse of the linked opposite-sex parent (+8; tree couple clue)","plausible 29-year parent-child age gap (+18)","candidate's birth is 51 years before the subject's earliest dated child (1846), 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)","subject's birth fits between children attributed to the same parental couple (1823–1835) (+6; other parent Robert Glasgow)","same-couple children Elizabeth Glasgow (1823) and John F Glasgow (1825) bracket the subject in the same specific birth locality (+10; strong household-placement clue, not proof)","candidate is already linked as parent of 5 exact subject sibling profiles (+32): Mary Amanda (Glasgow) McDonald, John F Glasgow, Elizabeth Glasgow, Robert L Glasgow, Elizabeth L Glasgow","the candidate and the subject's linked father Robert Glasgow are jointly recorded as parents of 5 exact sibling profiles (+14; strong couple-structure clue)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":0,"relationship_certainty":"Not currently linked as parent","factor_count":8,"factors":["age","exact sibling profiles","local same-spouse child window","parental couple structure","sibling parental couple","spouse-specific child window","two-generation chronology","undated locality"],"indirect_factor_count":5,"suggested_co_parent":{"id":"Glasgow-2298","name":"Robert Glasgow","html_url":"/people/glasgow-2298.html"}},{"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":32,"age_gap_label":"32 years","role":"possible mother","locations":["Wake County, North Carolina, United States","Weakley County, Tennessee, United States"],"score":71,"classification":"moderate lead","reasons":["plausible 32-year parent-child age gap (+18)","candidate's birth is 54 years before the subject's earliest dated child (1846), 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)","subject's birth fits between children attributed to the same parental couple (1813–1831) (+6; other parent Isaac Wesley (Glascow) Glasgow)","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 (10 public profiles; subject branch: Isaac N Glasgow; candidate branch: Isaac Carrington Glasgow); Susan +8 (16 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":["candidate's household recorded Jesse Glasgow in Wake, North Carolina, United States within 1 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":10,"factors":["age","broad geography","candidate-family tradition","contemporaneous household conflict","indirect multi-factor convergence","rare branch-name recurrence","rare name bundle","repeated marriage surnames","spouse-specific child window","two-generation chronology"],"indirect_factor_count":10,"suggested_co_parent":{"id":"Glascow-14","name":"Isaac Wesley (Glascow) Glasgow","html_url":"/people/glascow-14.html"}},{"id":"Glasgow-3042","name":"Sarah Glasgow","catalogue_id":"glasgow-3042","html_url":"/people/glasgow-3042.html","birth_year":1794,"death_year":1847,"gender":"Female","age_gap":30,"age_gap_label":"30 years","role":"possible mother","locations":["South Carolina, United States"],"score":42,"classification":"moderate lead","reasons":["plausible 30-year parent-child age gap (+18)","candidate's birth is 52 years before the subject's earliest dated child (1846), 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)","subject's birth fits between children attributed to the same parental couple (1817–1855) (+6; other parent James Glasgow)","candidate has another child, Archibald C Glasgow, born 7 years from the subject in the same specific birth locality (+4; possible sibling-household clue)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":0,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","local sibling birth","spouse-specific child window","two-generation chronology","undated locality"],"indirect_factor_count":5,"suggested_co_parent":{"id":"Glasgow-2439","name":"James Glasgow","html_url":"/people/glasgow-2439.html"}},{"id":"Glasgow-341","name":"Sophia Glasgow","catalogue_id":"glasgow-341","html_url":"/people/glasgow-341.html","birth_year":1801,"death_year":1832,"gender":"Female","age_gap":23,"age_gap_label":"23 years","role":"possible mother","locations":["Currituck, North Carolina, United States","Harpers River, Davidson, Tennessee, United States","Currituck, North Carolina, USA"],"score":39,"classification":"weak lead","reasons":["plausible 23-year parent-child age gap (+18)","candidate's birth is 45 years before the subject's earliest dated child (1846), 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 (10 public profiles; sibling Isaac Wesley Glasgow); Ruth +12 (13 public profiles; sibling Ruth Glasgow) (+36 total)"],"conflicts":["descendant-name recurrence has no independent household, record, migration or specific-locality anchor (score capped at 39)"],"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-2168","name":"Elizabeth Ann (Glasgow) Samford","catalogue_id":"glasgow-2168","html_url":"/people/glasgow-2168.html","birth_year":1795,"death_year":1860,"gender":"Female","age_gap":29,"age_gap_label":"29 years","role":"possible mother","locations":["South Carolina, United States","Pemiscot, Missouri, United States"],"score":39,"classification":"weak lead","reasons":["plausible 29-year parent-child age gap (+18)","candidate's birth is 51 years before the subject's earliest dated child (1846), 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 John H Glasgow, the expected father position (+3; John in 280 profiles)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["only broad locality, ordinary naming and chronology support the match (score capped at 39 until a higher-information tree or record clue is found)"],"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."}}