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grouping is not kinship evidence)"],"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":2,"factors":["age","undated locality"],"indirect_factor_count":2,"suggested_co_parent":null},{"id":"Glasgow-1930","name":"John Glasgow","catalogue_id":"glasgow-1930","html_url":"/people/glasgow-1930.html","birth_year":1720,"death_year":null,"gender":"Male","age_gap":22,"age_gap_label":"22 years","role":"possible father","locations":["Kilwinning, Ayrshire, Scotland","Kilwinning — Ayrshire"],"score":13,"classification":"competing linked parent","reasons":["plausible 22-year parent-child age gap (+18)","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)"],"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":2,"factors":["age","undated locality"],"indirect_factor_count":2,"suggested_co_parent":null},{"id":"Auld-1724","name":"Mary (Auld) Glasgow","catalogue_id":"auld-1724","html_url":"/people/auld-1724.html","birth_year":1728,"death_year":null,"gender":"Female","age_gap":14,"age_gap_label":"nominally 14 years; 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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)","candidate's other children share uncommon given names with the subject's recorded siblings: Marion +8 (23 public profiles) (+8 total)"],"conflicts":["candidate's household recorded Hugh Glasgow in Irvine, Ayrshire, Scotland within 6 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)","candidate already has another child named Robert Glasgow (Glasgow-1132) 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":5,"factors":["age","broad geography","contemporaneous household conflict","household chronology","rare sibling-name pattern"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Rule-2358","name":"Katharine (Rule) Glasgow","catalogue_id":"rule-2358","html_url":"/people/rule-2358.html","birth_year":1730,"death_year":null,"gender":"Female","age_gap":12,"age_gap_label":"nominally 12 years; approximate dates permit about 15–22 years","role":"possible mother","locations":["Kirknewton — West Lothian"],"score":2,"classification":"weak lead","reasons":["the nominal 12-year gap is too small, but the approximate birth date permits a narrow biologically viable interval (15–22 years) (+4)","same research cluster (+0; grouping is not kinship evidence)","candidate's other children share uncommon given names with the subject's recorded siblings: Marion +8 (23 public profiles) (+8 total)"],"conflicts":["parentage requires the approximate birth estimate to be early enough (no deduction)","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":2,"factors":["age","rare sibling-name pattern"],"indirect_factor_count":1,"suggested_co_parent":null},{"id":"Kilpatrick-1635","name":"Janet (Kilpatrick) Glasgow","catalogue_id":"kilpatrick-1635","html_url":"/people/kilpatrick-1635.html","birth_year":1690,"death_year":null,"gender":"Female","age_gap":52,"age_gap_label":"52 years","role":"possible mother","locations":["Kilwinning, Ayrshire, Scotland","Kilwinning — Ayrshire"],"score":0,"classification":"weak lead","reasons":["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 other children share uncommon given names with the subject's recorded siblings: Agnes +3 (45 public profiles) (+3 total)"],"conflicts":["chronologically conflicting 52-year parent-child age gap (−8)","candidate's child Agnes Glasgow (Glasgow-2449) is also a plausible mother in the subject's birth locality (−6; current tree places this candidate one generation farther back)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":3,"factors":["age","rare sibling-name pattern","undated locality"],"indirect_factor_count":2,"suggested_co_parent":null},{"id":"Glasgow-1928","name":"Margaret Glasgow","catalogue_id":"glasgow-1928","html_url":"/people/glasgow-1928.html","birth_year":1723,"death_year":null,"gender":"Female","age_gap":19,"age_gap_label":"19 years","role":"possible mother","locations":["Kilwinning, Ayrshire, Scotland","Kilwinning — Ayrshire"],"score":28,"classification":"chronology-only fallback","reasons":["plausible 19-year parent-child age gap (+18)","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)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":0,"relationship_certainty":"Not currently linked as parent","factor_count":2,"factors":["age","undated locality"],"indirect_factor_count":2,"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."}}
