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maternal age (29) at the subject's birth (+7)","the subject's given name James recurs below 2 independent child branches of candidate's child Elijah Hawking Glasgow (James Monroe Glasgow branch: James Monroe Glasgow; Washington Barry Jeans Glasgow branch: James A Glasgow) (+14; catalogue rarity 0, James in 223 profiles; grandchild-level echo, supports investigating the subject as that child's missing sibling)"],"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","missing-sibling descendant echo","spouse chronology","spouse-specific child window"],"indirect_factor_count":4,"suggested_co_parent":{"id":"Cannady-99","name":"Dosha (Cannady) Glasgow","html_url":"/people/cannady-99.html"}},{"id":"Arthur-2480","name":"Mary Arthur","catalogue_id":"arthur-2480","html_url":"/people/arthur-2480.html","birth_year":1774,"death_year":1859,"gender":"Female","age_gap":47,"age_gap_label":"47 years","role":"possible mother","locations":["Ireland","Londonderry, Guernsey, Ohio, United States","Inishrush","Ireland — exact locality unproved"],"score":23,"classification":"weak lead","reasons":["possible 47-year parent-child age gap (+10)","same broad administrative area only (+1; not a locality match)","a known child was born within 6 years of the subject (+1)","the subject's given name James recurs below 2 independent child branches of candidate's child Arthur Glasgow (Adam Glasgow branch: James Cameron Glasgow; James L Glasgow branch: James L Glasgow) (+14; catalogue rarity 0, James in 223 profiles; grandchild-level echo, supports investigating the subject as that child's missing sibling)","descendant branches share only a broad migration destination country (+1; weak alone): united states"],"conflicts":["candidate already has another child named James Glasgow (Glasgow-1165) 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","broad migration","household chronology","missing-sibling descendant echo"],"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":29,"age_gap_label":"29 years","role":"possible mother","locations":["Wake County, North Carolina, United States","Weakley County, Tennessee, United States"],"score":16,"classification":"weak lead","reasons":["plausible 29-year parent-child age gap (+18)","subject's birth fits between children attributed to the same parental couple (1813–1831) (+6; other parent Isaac Wesley (Glascow) Glasgow)","the subject's given name James recurs below 2 independent child branches of candidate's child Elijah Hawking Glasgow (James Monroe Glasgow branch: James Monroe Glasgow; Washington Barry Jeans Glasgow branch: James A Glasgow) (+14; catalogue rarity 0, James in 223 profiles; grandchild-level echo, supports investigating the subject as that child's missing sibling)","the candidate's own child family has 2 known-position naming matches (+3; branch-level validation)"],"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","candidate-family tradition","missing-sibling descendant echo","spouse-specific child window"],"indirect_factor_count":4,"suggested_co_parent":{"id":"Glascow-14","name":"Isaac Wesley (Glascow) Glasgow","html_url":"/people/glascow-14.html"}},{"id":"McNeil-3468","name":"Mary (McNeil) Glasgow","catalogue_id":"mcneil-3468","html_url":"/people/mcneil-3468.html","birth_year":1799,"death_year":1835,"gender":"Female","age_gap":22,"age_gap_label":"22 years","role":"possible mother","locations":["Adams, Ohio, United States"],"score":1,"classification":"weak lead","reasons":["plausible 22-year parent-child age gap (+18)","subject's birth fits between children attributed to the same parental couple (1818–1834) (+6; other parent James M Glasgow)","the subject's given name James recurs below 2 independent child branches of candidate's child William Allen Glasgow (James Taylor Glasgow branch: James Taylor Glasgow; John Kerr Glasgow branch: James Russell Glasgow) (+6; catalogue rarity 0, James in 223 profiles; more distant descendant echo, supports investigating the subject as that child's missing sibling)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)","candidate already has another child named James W Glasgow (Glasgow-2183) 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":3,"factors":["age","missing-sibling descendant echo","spouse-specific child window"],"indirect_factor_count":3,"suggested_co_parent":{"id":"Glasgow-193","name":"James M Glasgow","html_url":"/people/glasgow-193.html"}},{"id":"Unknown-658277","name":"Nancy (Unknown) Glasgow","catalogue_id":"unknown-658277","html_url":"/people/unknown-658277.html","birth_year":1785,"death_year":1850,"gender":"Female","age_gap":36,"age_gap_label":"36 years","role":"possible mother","locations":["South Carolina","Giles County, TN, USA"],"score":1,"classification":"weak lead","reasons":["plausible 36-year parent-child age gap (+18)","subject's birth fits between children attributed to the same parental couple (1800–1822) (+6; other parent Robert Glasgow)","the subject's given name James recurs below 2 independent child branches of candidate's child James J Glasgow (Edward Buchanan Glasgow branch: James W Glasgow; James K P Glasgow branch: James K P Glasgow) (+6; catalogue rarity 0, James in 223 profiles; more distant descendant echo, supports investigating the subject as that child's missing sibling)"],"conflicts":["candidate is recorded only outside the subject's birth country (−25)","candidate already has another child named James J Glasgow (Glasgow-2738) 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":3,"factors":["age","missing-sibling descendant echo","spouse-specific child window"],"indirect_factor_count":3,"suggested_co_parent":{"id":"Glasgow-2769","name":"Robert Glasgow","html_url":"/people/glasgow-2769.html"}},{"id":"Smith-228705","name":"Ellen (Smith) Glasgow","catalogue_id":"smith-228705","html_url":"/people/smith-228705.html","birth_year":1795,"death_year":null,"gender":"Female","age_gap":26,"age_gap_label":"26 years","role":"possible mother","locations":["Glasgow"],"score":24,"classification":"chronology-only fallback","reasons":["plausible 26-year parent-child age gap (+18)","subject's birth fits between children attributed to the same parental couple (1820–1832) (+6; other parent Alexander Glasgow Esq)"],"conflicts":["locality comparison is unavailable because one or both profiles lack adequate place data (no deduction)"],"currently_linked_parent":false,"naming_signal_count":0,"relationship_certainty":"Not currently linked as parent","factor_count":2,"factors":["age","spouse-specific child window"],"indirect_factor_count":2,"suggested_co_parent":{"id":"Glasgow-971","name":"Alexander Glasgow Esq","html_url":"/people/glasgow-971.html"}}],"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."}}