{"id":"W4412559809","doi":"10.1093/oxfordhb/9780192868350.013.6","title":"Linguistic phylogeography","year":2025,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Phylogeography; Linguistics; Biology; Philosophy; Phylogenetics; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007994044,0.0001676019,0.0001880146,0.0001122805,0.0005636544,0.00004210784,0.0003819791,0.000352775,0.0001110067],"category_scores_gemma":[0.00002731683,0.0001799866,0.0002139765,0.00001360048,0.000284519,0.0000421039,0.0001252649,0.0002553111,0.000001814211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357366,"about_ca_system_score_gemma":0.0001535068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001327205,"about_ca_topic_score_gemma":0.0008437441,"domain_scores_codex":[0.9991499,0.0000377421,0.00008753095,0.0002617601,0.0002422748,0.0002208163],"domain_scores_gemma":[0.9993994,0.00004262667,0.0001018364,0.0001983797,0.0001614918,0.00009627982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001749423,0.000003554323,0.000003392852,0.00002154887,0.00006484004,0.00005446764,0.002304213,2.465404e-7,0.00000144547,0.985806,0.00424644,0.007476321],"study_design_scores_gemma":[0.0001312946,0.00001329661,0.000004657574,0.00009888721,0.0001514166,2.403507e-7,0.0002665839,0.000001543899,0.000003400875,0.002811082,0.9963102,0.0002073704],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001229984,0.0002319259,0.00004316971,0.00002689105,0.0003210415,0.0002317058,0.00005863706,0.0001466354,0.9989277],"genre_scores_gemma":[0.001315044,0.0004803855,0.00007522448,0.00006583901,0.0002824918,3.362501e-7,0.00002792287,0.000008125017,0.9977446],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9920638,"threshold_uncertainty_score":0.733964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01638798280704074,"score_gpt":0.2297028275684616,"score_spread":0.2133148447614209,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}