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Glasgow"],"child_name_overlap":["samuel","william"],"parent_comparison":"No shared parent is indexed"},{"id":"McAdam-626","name":"Margaret (McAdam) Glasgow","catalogue_id":"mcadam-626","html_url":"/people/mcadam-626.html","birth_year":1847,"death_year":1935,"birth_place":"Harrison, Ohio, United States","death_place":"Los Angeles, California, United States","score":38,"classification":"similar person","match_reasons":["same first and last name (+18)","birth years within 4 (+18)","child given-name pattern overlaps: Robert"],"conflicts":[],"matching_children":[],"child_name_overlap":["robert"],"parent_comparison":"No shared parent is indexed"},{"id":"Morris-48808","name":"Margaret (Morris) Glasgow","catalogue_id":"morris-48808","html_url":"/people/morris-48808.html","birth_year":1846,"death_year":1928,"birth_place":"New Monkland, Lanarkshire, Scotland, United Kingdom","death_place":"Blackridge, West Lothian, Scotland, United Kingdom","score":36,"classification":"similar person","match_reasons":["same first and last name (+18)","birth years within 5 (+18)"],"conflicts":[],"matching_children":[],"child_name_overlap":[],"parent_comparison":"No shared parent is indexed"}],"potential_parentage":{"children_recorded":[{"id":"Glasgow-697","name":"David Leslie Glasgow","birth_year":1884,"death_year":1930,"gender":"Male","parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-697.html"},{"id":"Glasgow-695","name":"Gilbert J Glasgow","birth_year":1881,"death_year":1915,"gender":"Male","parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-695.html"},{"id":"Glasgow-701","name":"Joseph Cunningham Glasgow","birth_year":1894,"death_year":1956,"gender":"Male","parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-701.html"},{"id":"Glasgow-698","name":"Lewis Stewart Glasgow","birth_year":1888,"death_year":null,"gender":"Male","parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-698.html"},{"id":"Glasgow-702","name":"Martha Emily Glasgow","birth_year":1896,"death_year":null,"gender":"Female","parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-702.html"},{"id":"Glasgow-699","name":"Mary Jane Miriam Isabella Glasgow","birth_year":1890,"death_year":1914,"gender":"Female","parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-699.html"},{"id":"Glasgow-700","name":"Robert Glasgow","birth_year":1892,"death_year":null,"gender":"Male","parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-700.html"},{"id":"Glasgow-696","name":"Samuel Harvey Glasgow","birth_year":1883,"death_year":null,"gender":"Male","parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-696.html"},{"id":"Glasgow-703","name":"Thomas Havelock Glasgow","birth_year":1896,"death_year":null,"gender":"Male","parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-703.html"},{"id":"Glasgow-694","name":"William John Glasgow","birth_year":1880,"death_year":null,"gender":"Male","parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-694.html"}],"earliest_dated_son":{"id":"Glasgow-694","name":"William John Glasgow","given":"william","given_tokens":["william","john"],"gender":"Male","birth_year":1880,"birth_place":"Beltonanean, Kildress, County Tyrone, Ireland, United Kingdom","death_year":null,"parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-694.html"},"earliest_dated_daughter":{"id":"Glasgow-699","name":"Mary Jane Miriam Isabella Glasgow","given":"mary","given_tokens":["mary","jane","miriam","isabella"],"gender":"Female","birth_year":1890,"birth_place":"Beltonanean, Kildress, Cookstown, County Tyrone, Ireland, United Kingdom","death_year":1914,"parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-699.html"},"second_dated_son":{"id":"Glasgow-695","name":"Gilbert J Glasgow","given":"gilbert","given_tokens":["gilbert","j"],"gender":"Male","birth_year":1881,"birth_place":"County Tyrone, Ireland, United Kingdom","death_year":1915,"parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-695.html"},"second_dated_daughter":{"id":"Glasgow-702","name":"Martha Emily Glasgow","given":"martha","given_tokens":["martha","emily"],"gender":"Female","birth_year":1896,"birth_place":"County Tyrone, Ireland, United Kingdom","death_year":null,"parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-702.html"},"third_dated_son":{"id":"Glasgow-696","name":"Samuel Harvey Glasgow","given":"samuel","given_tokens":["samuel","harvey"],"gender":"Male","birth_year":1883,"birth_place":"County Tyrone, Ireland, United Kingdom","death_year":null,"parent_ids":["Glasgow-692","Glasgow-693"],"html_url":"/people/glasgow-696.html"},"third_dated_daughter":null,"naming_controls":{"matches":1,"mismatches":2,"factor":0.95,"details":["third son/father does not match (Samuel Harvey Glasgow)","known in-law position matches (William John Glasgow)","known in-law position does not match (Martha Emily Glasgow)"]},"candidates":[{"id":"Glasgow-587","name":"Robert Glasgow","catalogue_id":"glasgow-587","html_url":"/people/glasgow-587.html","birth_year":1830,"death_year":1914,"gender":"Male","age_gap":21,"age_gap_label":"21 years","role":"possible father","locations":["Cookstown, County Tyrone, Ireland, United Kingdom","Avondale, Auckland, New Zealand","Cookstown"],"score":48,"classification":"competing linked parent","reasons":["plausible 21-year parent-child age gap (+18)","candidate's birth is 50 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","mapped Cookstown is 9.9 km from the subject's birth-period Kildress civil parish (+2; one or both placements are unproved)","candidate has another child, William Glasgow, born 9 years from the subject in the same specific birth locality (+4; possible sibling-household clue)","known spouse Ann (Sloan) Glasgow had a bounded, possibly plausible maternal age (17) at the subject's birth (+3)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Lewis +16 (2 public profiles; niece/nephew Lewis Stewart Glasgow); Gilbert +14 (4 public profiles; niece/nephew Gilbert J Glasgow); David +7 (39 public profiles; niece/nephew David Charles Glasgow, niece/nephew David Leslie Glasgow; +4 repetition bonus) (+37 total)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["a different father is marked confident (−25; WikiTree: confident parent)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":7,"factors":["age","collateral naming","indirect multi-factor convergence","local sibling birth","mapped proximity","spouse chronology","two-generation chronology"],"indirect_factor_count":7,"suggested_co_parent":null},{"id":"Glasgow-1774","name":"John Glasgow","catalogue_id":"glasgow-1774","html_url":"/people/glasgow-1774.html","birth_year":1840,"death_year":1908,"gender":"Male","age_gap":11,"age_gap_label":"nominally 11 years; approximate dates permit about 16–31 years","role":"possible father","locations":["Kildress, County Tyrone, Ireland, United Kingdom","Rockhampton, Queensland, Australia","Kildress civil parish"],"score":38,"classification":"competing linked parent","reasons":["the nominal 11-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (16–31 years) (+4)","candidate's birth is 40 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","same specific indexed locality despite wider place-label differences: kildress civil parish (+10)","a candidate spouse matches the first dated daughter Mary Jane Miriam Isabella Glasgow, the expected mother position (+3; Mary in 235 profiles)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Lewis +16 (2 public profiles; niece/nephew Lewis Stewart Glasgow); Gilbert +14 (4 public profiles; niece/nephew Gilbert J Glasgow); David +7 (39 public profiles; niece/nephew David Charles Glasgow, niece/nephew David Leslie Glasgow; +4 repetition bonus) (+37 total)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["a different father is marked confident (−25; WikiTree: confident parent)","parentage requires the approximate birth estimate to be early enough (no deduction)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":6,"factors":["age","collateral naming","indirect multi-factor convergence","sex-aware ordered naming","two-generation chronology","undated locality"],"indirect_factor_count":6,"suggested_co_parent":null},{"id":"Glasgow-574","name":"James Glasgow","catalogue_id":"glasgow-574","html_url":"/people/glasgow-574.html","birth_year":1844,"death_year":1941,"gender":"Male","age_gap":7,"age_gap_label":"nominally 7 years; approximate dates permit about 16–17 years","role":"possible father","locations":["Muntober, County Tyrone, Ireland, United Kingdom","Papakura, Auckland, New Zealand","Kildress civil parish"],"score":20,"classification":"competing linked parent","reasons":["the nominal 7-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (16–17 years) (+4)","candidate's birth is 36 years before the subject's earliest dated child (1880), a marginal two-generation interval (+1)","same specific indexed locality despite wider place-label differences: kildress civil parish (+10)","the same sex-aware parent-name position recurs independently in sibling households: John Glasgow → James Glasgow (+3)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Lewis +16 (2 public profiles; niece/nephew Lewis Stewart Glasgow); Gilbert +14 (4 public profiles; niece/nephew Gilbert J Glasgow); David +5 (39 public profiles; niece/nephew David Leslie Glasgow, sibling David Glasgow; +2 repetition bonus) (+35 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): household chronology, locality, naming"],"conflicts":["a different father is marked confident (−25; WikiTree: confident parent)","parentage requires the approximate birth estimate to be early enough (no deduction)","subject lies more than 20 years from the candidate's known child-bearing period (−6; children may be missing)","candidate already has another child named Margaret Ann Glasgow (Glasgow-579) without a documented death permitting name reuse (−4; check whether the child profiles duplicate or conflict)","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":7,"factors":["age","candidate-family tradition","collateral naming","indirect multi-factor convergence","sibling-household replication","two-generation chronology","undated locality"],"indirect_factor_count":6,"suggested_co_parent":null},{"id":"Glasgow-1700","name":"Thomas James Glasgow","catalogue_id":"glasgow-1700","html_url":"/people/glasgow-1700.html","birth_year":1832,"death_year":1915,"gender":"Male","age_gap":19,"age_gap_label":"19 years","role":"possible father","locations":["Drumnaglogh, Kildress, County Tyrone, Ireland, United Kingdom","Drumnaglogh, Kildress, Cookstown, County Tyrone, Ireland, United Kingdom","Kildress civil parish"],"score":20,"classification":"competing linked parent","reasons":["possible 19-year parent-child age gap (+10)","candidate's birth is 48 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","same specific indexed locality despite wider place-label differences: kildress civil parish (+10)","candidate has another child, James Glasgow, born 12 years from the subject in the same specific birth locality (+2; possible sibling-household clue)","the same sex-aware parent-name position recurs independently in sibling households: William Glasgow → Thomas Glasgow (+3)","uncommon given names recur in both otherwise distinct descendant branches: Anna +8 (23 public profiles; subject branch: Anna Greiner; candidate branch: Anna Glasgow); Martha +3 (44 public profiles; subject branch: Martha Emily Glasgow; candidate branch: Martha Matilda (Glasgow) Macintosh) (+15 total including +4 multi-name bonus)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["a different father is marked confident (−25; WikiTree: confident parent)","candidate already has another child named Margaret Glasgow (Glasgow-1809) without a documented death permitting name reuse (−4; check whether the child profiles duplicate or conflict)"],"currently_linked_parent":false,"naming_signal_count":2,"relationship_certainty":"Not currently linked as parent","factor_count":8,"factors":["age","indirect multi-factor convergence","local sibling birth","rare branch-name recurrence","rare name bundle","sibling-household replication","two-generation chronology","undated locality"],"indirect_factor_count":7,"suggested_co_parent":null},{"id":"Glasgow-1737","name":"William Glasgow","catalogue_id":"glasgow-1737","html_url":"/people/glasgow-1737.html","birth_year":1824,"death_year":null,"gender":"Male","age_gap":27,"age_gap_label":"27 years","role":"possible father","locations":["Killycurragh, Derryloran, County Tyrone, Ireland, United Kingdom","Killycurragh townland — Oritor/Derryloran"],"score":19,"classification":"competing linked parent","reasons":["plausible 27-year parent-child age gap (+18)","candidate's birth is 56 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","mapped Killycurragh townland — Oritor/Derryloran is 4.8 km from the subject's birth-period Kildress civil parish (+3; one or both placements are unproved)","a candidate spouse matches the first dated daughter Mary Jane Miriam Isabella Glasgow, the expected mother position (+3; Mary in 235 profiles)","the same sex-aware parent-name position recurs independently in sibling households: James Glasgow → William John Glasgow (+3)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): David +5 (39 public profiles; niece/nephew David Glasgow, sibling David Glasgow; +2 repetition bonus); Martha +3 (44 public profiles; niece/nephew Martha (Glasgow) Chestnut) (+8 total)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["a different father is marked confident (−25; WikiTree: confident parent)"],"currently_linked_parent":false,"naming_signal_count":3,"relationship_certainty":"Not currently linked as parent","factor_count":7,"factors":["age","collateral naming","indirect multi-factor convergence","mapped proximity","sex-aware ordered naming","sibling-household replication","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":null},{"id":"Glasgow-691","name":"Jane Glasgow","catalogue_id":"glasgow-691","html_url":"/people/glasgow-691.html","birth_year":1827,"death_year":1901,"gender":"Female","age_gap":24,"age_gap_label":"24 years","role":"possible mother","locations":["County Tyrone, Ireland, United Kingdom","Beltonanean, Kildress, Cookstown, County Tyrone, Ireland, United Kingdom","County Tyrone — exact locality unproved"],"score":49,"classification":"competing linked parent","reasons":["plausible 24-year parent-child age gap (+18)","candidate's birth is 53 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","same specific indexed locality despite wider place-label differences: beltonanean kildress cookstown county tyrone ireland united kingdom (+10)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Lewis +16 (2 public profiles; niece/nephew Lewis Stewart Glasgow); Gilbert +14 (4 public profiles; niece/nephew Gilbert J Glasgow); David +7 (39 public profiles; niece/nephew David Charles Glasgow, niece/nephew David Leslie Glasgow; +4 repetition bonus) (+37 total)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["a different mother is marked confident (−25; WikiTree: confident parent)"],"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":"Ferguson-16492","name":"Ann Jane (Ferguson) Glasgow","catalogue_id":"ferguson-16492","html_url":"/people/ferguson-16492.html","birth_year":1823,"death_year":1912,"gender":"Female","age_gap":28,"age_gap_label":"28 years","role":"possible mother","locations":["Ireland","Ballynasollus,  Cookstown, County Tyrone, Ireland","County Antrim — exact locality unproved"],"score":19,"classification":"competing linked parent","reasons":["plausible 28-year parent-child age gap (+18)","candidate's birth is 57 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","candidate has only broad or undated birth-locality overlap: ballynasollus (+6)","same research cluster (+0; grouping is not kinship evidence)","subject's birth fits between children attributed to the same parental couple (1844–1866) (+6; other parent John Glasgow)","same-couple children Nelson Glasgow (1848) and Jane Glasgow (1855) bracket the subject in the same specific birth locality (+10; strong household-placement clue, not proof)","the subject fills a 7-year gap between those same-couple, same-locality children (+4; corroborated missing birth-order slot)"],"conflicts":["a different mother is marked confident (−25; WikiTree: confident parent)","candidate already has another child named Margaret Glasgow (Glasgow-1798) without a documented death permitting name reuse (−4; check whether the child profiles duplicate or conflict)"],"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-1699","name":"John Glasgow","html_url":"/people/glasgow-1699.html"}},{"id":"Glasgow-1653","name":"Nancy Ann (Glasgow) Henry","catalogue_id":"glasgow-1653","html_url":"/people/glasgow-1653.html","birth_year":1832,"death_year":1894,"gender":"Female","age_gap":19,"age_gap_label":"19 years","role":"possible mother","locations":["Killycurragh, County Tyrone, Ireland, United Kingdom","Montober, Kildress, Cookstown, County Tyrone, Ireland, United Kingdom","Killycurragh townland — Oritor/Derryloran"],"score":16,"classification":"competing linked parent","reasons":["plausible 19-year parent-child age gap (+18)","candidate's birth is 48 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","candidate has only broad or undated birth-locality overlap: kildress (+6)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): David +5 (39 public profiles; niece/nephew David Glasgow, sibling David Glasgow; +2 repetition bonus); Martha +3 (44 public profiles; niece/nephew Martha (Glasgow) Chestnut) (+8 total)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["a different mother is marked confident (−25; WikiTree: confident parent)"],"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-1727","name":"Jane (Glasgow) Ferguson","catalogue_id":"glasgow-1727","html_url":"/people/glasgow-1727.html","birth_year":1828,"death_year":1901,"gender":"Female","age_gap":23,"age_gap_label":"23 years","role":"possible mother","locations":["Killycurragh, Derryloran, Cookstown, County Tyrone, Ireland, United Kingdom","Killycurragh townland — Oritor/Derryloran"],"score":13,"classification":"competing linked parent","reasons":["plausible 23-year parent-child age gap (+18)","candidate's birth is 52 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","mapped Killycurragh townland — Oritor/Derryloran is 4.8 km from the subject's birth-period Kildress civil parish (+3; one or both placements are unproved)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): David +5 (39 public profiles; niece/nephew David Glasgow, sibling David Glasgow; +2 repetition bonus); Martha +3 (44 public profiles; niece/nephew Martha (Glasgow) Chestnut) (+8 total)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["a different mother is marked confident (−25; WikiTree: confident parent)"],"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","mapped proximity","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-1707","name":"Nancy Glasgow","catalogue_id":"glasgow-1707","html_url":"/people/glasgow-1707.html","birth_year":1836,"death_year":1896,"gender":"Female","age_gap":15,"age_gap_label":"15 years","role":"possible mother","locations":["Killycurragh, Derryloran, County Tyrone, Ireland, United Kingdom","Killycurragh, Derryloran, Cookstown, County Tyrone, Ireland, United Kingdom","Killycurragh townland — Oritor/Derryloran"],"score":11,"classification":"competing linked parent","reasons":["possible 15-year parent-child age gap (+10)","candidate's birth is 44 years before the subject's earliest dated child (1880), a compatible grandparent-generation interval (+4)","mapped Killycurragh townland — Oritor/Derryloran is 4.8 km from the subject's birth-period Kildress civil parish (+3; one or both placements are unproved)","candidate's sibling and niece/nephew network repeats names in the subject's descendant line (three rarest at most): Anna +8 (23 public profiles; niece/nephew Anna Glasgow); David +3 (39 public profiles; niece/nephew David Allen Glasgow); Joseph +3 (39 public profiles; niece/nephew Joseph Glasgow) (+14 total)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["a different mother is marked confident (−25; WikiTree: confident parent)"],"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","mapped proximity","two-generation chronology"],"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."}}