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grouping is not kinship evidence)","descendant branches converge on the same specific migration destination irvine ayrshire (+11; 2 migrated public profiles)"],"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)"],"currently_linked_parent":false,"naming_signal_count":0,"relationship_certainty":"Not currently linked as parent","factor_count":3,"factors":["age","branch migration","undated locality"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Ferguson-15168","name":"Agnes (Ferguson) Glasgow","catalogue_id":"ferguson-15168","html_url":"/people/ferguson-15168.html","birth_year":1695,"death_year":1747,"gender":"Female","age_gap":30,"age_gap_label":"30 years","role":"possible mother","locations":["Kilbirnie — Ayrshire"],"score":34,"classification":"competing linked parent","reasons":["plausible 30-year parent-child age gap (+18)","weak broad-area overlap: ayrshire (+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 (1718–1738) (+6; other parent John Glasgow MA)","same-couple children Marion Glasgow (1724) and Hugh Glasgow (1736) bracket the subject in the same specific birth locality (+10; strong household-placement clue, not proof)","the subject fills a 12-year gap between those same-couple, same-locality children (+4; corroborated missing birth-order slot)","candidate and subject share the given name Agnes (+5; weak direct parent-child name recurrence, 46 public profiles)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["a different mother is already linked but its evidence is unassessed (−15)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":7,"factors":["age","birth-order gap","broad geography","indirect multi-factor convergence","local same-spouse child window","same-sex generational naming","spouse-specific child window"],"indirect_factor_count":7,"suggested_co_parent":{"id":"Glasgow-1077","name":"John Glasgow MA","html_url":"/people/glasgow-1077.html"}},{"id":"Kyle-2471","name":"Isabell (Kyle) Glasgow","catalogue_id":"kyle-2471","html_url":"/people/kyle-2471.html","birth_year":1685,"death_year":null,"gender":"Female","age_gap":40,"age_gap_label":"40 years","role":"possible mother","locations":["Irvine, Ayrshire, Scotland","Irvine — Ayrshire"],"score":17,"classification":"competing linked parent","reasons":["plausible 40-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)","candidate has another child, Robert Glasgow, born 9 years from the subject in the same specific birth locality (+4; possible sibling-household clue)"],"conflicts":["a different mother 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":3,"factors":["age","local sibling birth","undated locality"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Glasgow-1621","name":"Jean Glasgow","catalogue_id":"glasgow-1621","html_url":"/people/glasgow-1621.html","birth_year":1703,"death_year":null,"gender":"Female","age_gap":22,"age_gap_label":"22 years","role":"possible mother","locations":["Irvine, Ayrshire, Scotland","Irvine — 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 mother 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-1418","name":"Elizabeth Glasgow","catalogue_id":"glasgow-1418","html_url":"/people/glasgow-1418.html","birth_year":1700,"death_year":null,"gender":"Female","age_gap":25,"age_gap_label":"25 years","role":"possible mother","locations":["Irvine, Ayrshire, Scotland","Irvine — Ayrshire"],"score":13,"classification":"competing linked parent","reasons":["plausible 25-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 mother 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-3371","name":"Mary Glasgow","catalogue_id":"glasgow-3371","html_url":"/people/glasgow-3371.html","birth_year":1696,"death_year":null,"gender":"Female","age_gap":29,"age_gap_label":"29 years","role":"possible mother","locations":["Irvine, Ayrshire, Scotland","Irvine — Ayrshire"],"score":13,"classification":"competing linked parent","reasons":["plausible 29-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 mother 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}],"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."}}