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not a locality match)","same research cluster (+0; grouping is not kinship evidence)","known spouse Sarah T (Stephenson) Glasgow had a plausible maternal age (15) at the subject's birth (+3)","a candidate spouse matches the second dated daughter Sarah A Glasgow, the expected mother position (+2; Sarah in 95 profiles)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","broad geography","sex-aware ordered naming","spouse chronology","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Glenn-6362","name":"Isabella (Glenn) Glasgow","catalogue_id":"glenn-6362","html_url":"/people/glenn-6362.html","birth_year":1810,"death_year":1868,"gender":"Female","age_gap":27,"age_gap_label":"27 years","role":"possible mother","locations":["Maryland, United States","Adair, Missouri, United States"],"score":28,"classification":"weak lead","reasons":["plausible 27-year parent-child age gap (+18)","candidate's birth is 52 years before the subject's earliest dated child (1862), a compatible grandparent-generation interval (+4)","weak broad-area overlap: missouri (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 2 years of the subject (+3)","a candidate spouse matches the first dated son John J Glasgow, the expected father position (+2; John in 280 profiles)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","broad geography","household chronology","sex-aware ordered naming","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Carmichael-2919","name":"Sarah Jane (Carmichael) Glasgow","catalogue_id":"carmichael-2919","html_url":"/people/carmichael-2919.html","birth_year":1819,"death_year":1907,"gender":"Female","age_gap":18,"age_gap_label":"18 years","role":"possible mother","locations":["Bellaire, Pultney Township, Belmont, Ohio, United States","Brown, Indiana, United States"],"score":27,"classification":"weak lead","reasons":["plausible 18-year parent-child age gap (+18)","candidate's birth is 43 years before the subject's earliest dated child (1862), a compatible grandparent-generation interval (+4)","weak broad-area overlap: indiana (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","a known child was born within 7 years of the subject (+1)","candidate's name matches the second dated daughter Sarah A Glasgow, the expected mother position for a male subject (+3; catalogue rarity 0, Sarah in 95 profiles)","family naming controls: 0 supporting and 2 conflicting known positions (already reflected in naming weight)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":6,"factors":["age","broad geography","household chronology","sex-aware ordered naming","tradition validation","two-generation chronology"],"indirect_factor_count":6,"suggested_co_parent":null},{"id":"Norris-9123","name":"Sarah (Norris) Jobe","catalogue_id":"norris-9123","html_url":"/people/norris-9123.html","birth_year":1813,"death_year":1872,"gender":"Female","age_gap":24,"age_gap_label":"24 years","role":"possible mother","locations":["Kentucky","Center Township, Ripley, Indiana, United States"],"score":26,"classification":"weak lead","reasons":["plausible 24-year parent-child age gap (+18)","candidate's birth is 49 years before the subject's earliest dated child (1862), a compatible grandparent-generation interval (+4)","weak broad-area overlap: indiana (+1; not a locality match)","same research cluster (+0; grouping is not kinship evidence)","candidate's name matches the second dated daughter Sarah A Glasgow, the expected mother position for a male subject (+3; catalogue rarity 0, Sarah in 95 profiles)","family naming controls: 0 supporting and 2 conflicting known positions (already reflected in naming weight)"],"conflicts":[],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":5,"factors":["age","broad geography","sex-aware ordered naming","tradition validation","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":null},{"id":"Sinclair-10598","name":"Mary J (Sinclair) Glasgow","catalogue_id":"sinclair-10598","html_url":"/people/sinclair-10598.html","birth_year":1818,"death_year":1872,"gender":"Female","age_gap":19,"age_gap_label":"19 years","role":"possible mother","locations":["Cookstown"],"score":24,"classification":"weak lead","reasons":["plausible 19-year parent-child age gap (+18)","candidate's birth is 44 years before the subject's earliest dated child (1862), a compatible grandparent-generation interval (+4)","a candidate spouse matches the first dated son John J Glasgow, the expected father position (+2; John in 280 profiles)"],"conflicts":["locality comparison is unavailable because one or both profiles lack adequate place data (no deduction)"],"currently_linked_parent":false,"naming_signal_count":1,"relationship_certainty":"Not currently linked as parent","factor_count":3,"factors":["age","sex-aware ordered naming","two-generation chronology"],"indirect_factor_count":3,"suggested_co_parent":null},{"id":"Taggart-1472","name":"Sarah (Taggart) Glasgow","catalogue_id":"taggart-1472","html_url":"/people/taggart-1472.html","birth_year":1814,"death_year":1895,"gender":"Female","age_gap":23,"age_gap_label":"23 years","role":"possible mother","locations":["County Antrim, Ireland","Blanchard, Page, Iowa, United States","County Antrim — exact locality unproved"],"score":21,"classification":"weak lead","reasons":["plausible 23-year parent-child age gap (+18)","candidate's birth is 48 years before the subject's earliest dated child (1862), a compatible grandparent-generation interval (+4)","subject's birth fits between children attributed to the same parental couple (1832–1854) (+6; other parent Robert Alexander Glasgow)","candidate's name matches the second dated daughter Sarah A Glasgow, the expected mother position for a male subject (+3; catalogue rarity 0, Sarah in 95 profiles)","family naming controls: 0 supporting and 2 conflicting known positions (already reflected in naming weight)"],"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":5,"factors":["age","sex-aware ordered naming","spouse-specific child window","tradition validation","two-generation chronology"],"indirect_factor_count":5,"suggested_co_parent":{"id":"Glasgow-997","name":"Robert Alexander Glasgow","html_url":"/people/glasgow-997.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."}}