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not a locality match)","subject's birth fits between children attributed to the same parental couple (1819–1836) (+6; other parent Margaret (Miller) Glasgow)","known spouse Margaret (Miller) Glasgow had a bounded, possibly plausible maternal age (29) at the subject's birth (+3)","uncommon given names recur in both otherwise distinct descendant branches: Joseph +5 (39 public profiles; subject branch: Joseph H Glasgow, Joseph Albert Glasgow; candidate branch: Joseph B Glasgow; +2 repetition bonus); Martha +3 (44 public profiles; subject branch: Martha Glasgow; candidate branch: Martha E (Glasgow) Smith) (+12 total including +4 multi-name bonus)","candidate-line surnames recur as descendant middle names: Blair +10 (2 birth-surname profiles) (+10 total)","3 independent unlinked-profile clue types converge (+5): collateral network, household chronology, naming"],"conflicts":["candidate's household recorded Mary A. Glasgow in Pine Creek, Pennsylvania, 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":2,"relationship_certainty":"Not currently linked as parent","factor_count":10,"factors":["age","broad geography","contemporaneous household conflict","indirect multi-factor convergence","lineage surname as middle name","rare branch-name recurrence","rare name bundle","spouse chronology","spouse-specific child window","two-generation chronology"],"indirect_factor_count":10,"suggested_co_parent":{"id":"Miller-37219","name":"Margaret (Miller) Glasgow","html_url":"/people/miller-37219.html"}},{"id":"Unknown-729355","name":"Sarah (Unknown) Glasgow","catalogue_id":"unknown-729355","html_url":"/people/unknown-729355.html","birth_year":1789,"death_year":1850,"gender":"Female","age_gap":34,"age_gap_label":"34 years","role":"possible mother","locations":["Ireland","West Deer Township, Allegheny, Pennsylvania, United States","County Antrim — exact locality unproved"],"score":48,"classification":"moderate lead","reasons":["plausible 34-year parent-child age gap (+18)","candidate's birth is 59 years before the subject's earliest dated child (1848), a compatible grandparent-generation interval (+4)","candidate has only broad or undated birth-locality overlap: township (+6)","subject's birth fits between children attributed to the same parental couple (1817–1827) (+6; other parent Alexander Glasgow)","same-couple children Hugh Glasgow (1817) and Archibald Glasgow (1825) bracket the subject in the same specific birth locality (+10; strong household-placement clue, not proof)","the subject fills a 8-year gap between those same-couple, same-locality children (+4; corroborated missing birth-order slot)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":0,"relationship_certainty":"Not currently linked as parent","factor_count":6,"factors":["age","birth-order gap","local same-spouse child window","spouse-specific child window","two-generation chronology","undated locality"],"indirect_factor_count":6,"suggested_co_parent":{"id":"Glasgow-544","name":"Alexander Glasgow","html_url":"/people/glasgow-544.html"}},{"id":"Glasgow-543","name":"Nancy Glasgow Cunningham","catalogue_id":"glasgow-543","html_url":"/people/glasgow-543.html","birth_year":1786,"death_year":1865,"gender":"Female","age_gap":37,"age_gap_label":"37 years","role":"possible mother","locations":["Ireland","West Deer Township, Allegheny, Pennsylvania, United States","Portglenone — regional family-tradition reference"],"score":46,"classification":"moderate lead","reasons":["plausible 37-year parent-child age gap (+18)","candidate's birth is 62 years before the subject's earliest dated child (1848), a compatible grandparent-generation interval (+4)","candidate has only broad or undated birth-locality overlap: township (+6)","candidate-line surnames recur as descendant middle names: Blair +10 (2 birth-surname profiles) (+10 total)","4 independent unlinked-profile clue types converge (+8): collateral network, household chronology, locality, naming"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","indirect multi-factor convergence","lineage surname as middle name","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":31,"age_gap_label":"31 years","role":"possible mother","locations":["Wake County, North Carolina, United States","Weakley County, Tennessee, United States"],"score":43,"classification":"moderate lead","reasons":["plausible 31-year parent-child age gap (+18)","candidate's birth is 56 years before the subject's earliest dated child (1848), 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 (1813–1831) (+6; other parent Isaac Wesley (Glascow) Glasgow)","uncommon given names recur in both otherwise distinct descendant branches: Levi +16 (2 public profiles; subject branch: Levi Glasgow; candidate branch: Levi Morehead Glasgow); Joseph +7 (39 public profiles; subject branch: Joseph H Glasgow, Joseph Albert Glasgow; candidate branch: Joseph Dorris Glasgow, Joseph Harvey Brooks Glasgow; +4 repetition bonus); Martha +7 (44 public profiles; subject branch: Martha Glasgow; candidate branch: Martha P Glasgow, Martha Glasgow; +4 repetition bonus) (+38 total including +8 multi-name bonus)","the candidate's own child family has 2 known-position naming matches (+3; branch-level validation)"],"conflicts":["same country, but no indexed locality overlap (−10)","candidate's household recorded Jesse Glasgow in Wake, North Carolina, United States within 0 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)","candidate already has another child named Joseph Dorris Glasgow (Glasgow-121) 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":7,"factors":["age","candidate-family tradition","contemporaneous household conflict","rare branch-name recurrence","rare name bundle","spouse-specific child window","two-generation chronology"],"indirect_factor_count":7,"suggested_co_parent":{"id":"Glascow-14","name":"Isaac Wesley (Glascow) Glasgow","html_url":"/people/glascow-14.html"}},{"id":"Glasgow-545","name":"Mary Glasgow","catalogue_id":"glasgow-545","html_url":"/people/glasgow-545.html","birth_year":1792,"death_year":1860,"gender":"Female","age_gap":31,"age_gap_label":"31 years","role":"possible mother","locations":["Pine Creek, Allegheny, Pennsylvania, United States"],"score":38,"classification":"weak lead","reasons":["plausible 31-year parent-child age gap (+18)","candidate's birth is 56 years before the subject's earliest dated child (1848), a compatible grandparent-generation interval (+4)","weak broad-area overlap: pennsylvania (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","candidate-line surnames recur as descendant middle names: Blair +10 (2 birth-surname profiles) (+10 total)","3 independent unlinked-profile clue types converge (+5): collateral network, household chronology, naming"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","broad geography","indirect multi-factor convergence","lineage surname as middle name","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Walker-4533","name":"Ann (Walker) Glasgow","catalogue_id":"walker-4533","html_url":"/people/walker-4533.html","birth_year":1803,"death_year":1887,"gender":"Female","age_gap":20,"age_gap_label":"20 years","role":"possible mother","locations":["Reading, Berks, Pennsylvania, United States","Antis, Blair, Pennsylvania, United States"],"score":33,"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 (1848), a compatible grandparent-generation interval (+4)","candidate has only broad or undated birth-locality overlap: antis, blair (+6)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 5 years of the subject (+1)","candidate has another child, Hannah Etta Glasgow, born 5 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","household chronology","local sibling birth","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."}}