{"id":"W1987559023","doi":"10.1179/nam.2001.49.4.283","title":"A Rewarding Career in Toponymy","year":2001,"lang":"en","type":"article","venue":"Names","topic":"Philippine History and Culture","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bachelor; Toponymy; Ceylon; Geography; Settlement (finance); History; Cartography; Media studies; Archaeology; Sociology; Ancient history","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001977627,0.0000323151,0.00005586855,0.00002644477,0.0001479193,0.00001338711,0.00009248757,0.0000510599,0.0004267139],"category_scores_gemma":[0.00009937849,0.00003005533,0.00002510203,0.0001827333,0.00005216332,0.0001010485,0.000008644892,0.00007063673,0.00004109814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008490152,"about_ca_system_score_gemma":0.00004057307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006491095,"about_ca_topic_score_gemma":0.005195551,"domain_scores_codex":[0.999563,0.00005039988,0.00005156369,0.00008035779,0.0001223107,0.0001324114],"domain_scores_gemma":[0.9998667,0.00001236633,0.00001291007,0.0000549121,0.00001769014,0.00003544731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004265222,0.0001274621,0.2228377,0.00001381188,0.00001692196,0.0002297045,0.5295991,0.000031112,0.001110176,0.1041322,0.06403485,0.0778243],"study_design_scores_gemma":[0.00007478907,0.000004321672,0.004028301,0.000009218765,0.000001395296,8.828586e-7,0.005406186,0.00000156807,0.00001008131,0.001272703,0.9891406,0.00004990826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5714977,0.0007131365,0.000005044502,0.001906054,0.0002365741,0.00005052477,5.118955e-7,0.00004506023,0.4255454],"genre_scores_gemma":[0.9834465,0.00006351338,0.00003142443,0.0002523191,0.0002161372,0.00000474883,5.682042e-7,0.00000212805,0.01598267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9251058,"threshold_uncertainty_score":0.4672219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03991192790871195,"score_gpt":0.3055314442157105,"score_spread":0.2656195163069986,"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."}}