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bonus)","4 independent unlinked-profile clue types converge (+8): collateral network, household chronology, naming, specific migration"],"conflicts":["a different father is already linked but its evidence is unassessed (−15)","candidate's child John Glasgow (Glasgow-2871) is also a plausible father in the subject's birth locality (−6; current tree places this candidate one generation farther back)","candidate's household recorded Samuel Glasgow in Nottingham, West Nottingham Township, Chester, Pennsylvania within 3 years of the subject (−12; no contemporaneous child is indexed in the subject's locality)","candidate already has another child named John Glasgow (Glasgow-2871) 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":10,"factors":["age","branch migration","broad geography","contemporaneous 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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":3,"factors":["age","two-generation chronology","undated locality"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Glasgow-3553","name":"John Glasgow","catalogue_id":"glasgow-3553","html_url":"/people/glasgow-3553.html","birth_year":1717,"death_year":null,"gender":"Male","age_gap":41,"age_gap_label":"41 years","role":"possible father","locations":["Kilbirnie, Ayrshire, Scotland","Kilbirnie — Ayrshire"],"score":17,"classification":"competing linked parent","reasons":["plausible 41-year parent-child age gap (+18)","candidate's birth is 61 years before the subject's earliest dated child (1778), a compatible grandparent-generation interval (+4)","mapped Kilbirnie — Ayrshire is 29.9 km from the subject's birth-period Glasgow (+1; one or both placements are unproved)","same research cluster (+0; grouping is not kinship evidence)","candidate and subject share the given name John (+4; weak direct parent-child name recurrence, 280 public profiles)","3 independent unlinked-profile clue types converge (+5): household chronology, locality, naming"],"conflicts":["a different father 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":5,"factors":["age","indirect multi-factor convergence","mapped proximity","same-sex generational naming","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-3006","name":"John Glasgow","catalogue_id":"glasgow-3006","html_url":"/people/glasgow-3006.html","birth_year":1730,"death_year":null,"gender":"Male","age_gap":28,"age_gap_label":"at least 28 years","role":"possible 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parent","factor_count":5,"factors":["age","indirect multi-factor convergence","mapped proximity","same-sex generational naming","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glasgow-2465","name":"Margaret Glasgow","catalogue_id":"glasgow-2465","html_url":"/people/glasgow-2465.html","birth_year":1712,"death_year":null,"gender":"Female","age_gap":46,"age_gap_label":"46 years","role":"possible mother","locations":["Kilwinning, Ayrshire, Scotland","Kilwinning — Ayrshire"],"score":18,"classification":"weak lead","reasons":["possible 46-year parent-child age gap (+10)","candidate's birth is 66 years before the subject's earliest dated child (1778), a compatible grandparent-generation interval (+4)","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): Matthew +14 (6 public profiles; sibling Matthew Glasgow) (+14 total)"],"conflicts":["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":3,"factors":["age","collateral naming","two-generation chronology"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Glasgow-1501","name":"Rachel Glasgow","catalogue_id":"glasgow-1501","html_url":"/people/glasgow-1501.html","birth_year":1738,"death_year":null,"gender":"Female","age_gap":20,"age_gap_label":"20 years","role":"possible mother","locations":["County Antrim, Ireland","Kilwaughter"],"score":10,"classification":"weak lead","reasons":["plausible 20-year parent-child age gap (+18)","candidate's birth is 40 years before the subject's earliest dated child (1778), a compatible grandparent-generation interval (+4)","candidate-line surnames recur as descendant middle names: Wilson +8 (3 birth-surname profiles) (+8 total)","3 independent unlinked-profile clue types converge (+5): collateral network, household chronology, naming"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","indirect multi-factor convergence","lineage surname as middle name","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Glasgow-1500","name":"Ann Taggard Glasgow","catalogue_id":"glasgow-1500","html_url":"/people/glasgow-1500.html","birth_year":1733,"death_year":null,"gender":"Female","age_gap":25,"age_gap_label":"25 years","role":"possible mother","locations":["County Antrim, Ireland","Kilwaughter"],"score":10,"classification":"weak lead","reasons":["plausible 25-year parent-child age gap (+18)","candidate's birth is 45 years before the subject's earliest dated child (1778), a compatible grandparent-generation interval (+4)","candidate-line surnames recur as descendant middle names: Wilson +8 (3 birth-surname profiles) (+8 total)","3 independent unlinked-profile clue types converge (+5): collateral network, household chronology, naming"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":4,"factors":["age","indirect multi-factor convergence","lineage surname as middle name","two-generation chronology"],"indirect_factor_count":4,"suggested_co_parent":null},{"id":"Glasgow-3492","name":"Christian Glasgow","catalogue_id":"glasgow-3492","html_url":"/people/glasgow-3492.html","birth_year":1708,"death_year":null,"gender":"Female","age_gap":50,"age_gap_label":"50 years","role":"possible mother","locations":["Glencorse, Midlothian, Scotland","Glencorse — Midlothian"],"score":8,"classification":"weak lead","reasons":["less typical 50-year parent-child age gap (+2)","candidate's birth is 70 years before the subject's earliest dated child (1778), a compatible grandparent-generation interval (+4)","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): Hannah +12 (9 public profiles; niece/nephew Hannah Glasgow) (+12 total)"],"conflicts":["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":3,"factors":["age","collateral naming","two-generation chronology"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Glasgow-3005","name":"Anna (Glasgow) Allan","catalogue_id":"glasgow-3005","html_url":"/people/glasgow-3005.html","birth_year":1738,"death_year":null,"gender":"Female","age_gap":20,"age_gap_label":"20 years","role":"possible mother","locations":["Kilbirnie, Ayrshire, Scotland","Kilbirnie — Ayrshire"],"score":23,"classification":"chronology-only fallback","reasons":["plausible 20-year parent-child age gap (+18)","candidate's birth is 40 years before the subject's earliest dated child (1778), a compatible grandparent-generation interval (+4)","mapped Kilbirnie — Ayrshire is 29.9 km from the subject's birth-period Glasgow (+1; one or both placements are unproved)","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":3,"factors":["age","mapped proximity","two-generation chronology"],"indirect_factor_count":3,"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."}}