{"id":"W2175323791","doi":"","title":"The English Transliteration of Place Names in Oman","year":2011,"lang":"en","type":"article","venue":"Journal of academic and applied studies","topic":"Language, Linguistics, Cultural Analysis","field":"Arts and Humanities","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transliteration; Toponymy; Linguistics; Character (mathematics); Spelling; Tourism; Proper noun; Narrative; Identity (music); Computer science; Phonology; Natural language processing; History; Artificial intelligence; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002983966,0.00007236299,0.0002261356,0.00004628307,0.0001377394,0.00001641121,0.00009178256,0.00002993277,0.000016006],"category_scores_gemma":[0.0001297753,0.00003607748,0.0000464959,0.00002456591,0.0002304577,0.00006682937,0.00001747096,0.0002361244,3.331135e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008932498,"about_ca_system_score_gemma":0.000006749095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000120258,"about_ca_topic_score_gemma":0.0001100358,"domain_scores_codex":[0.9993152,0.00001884925,0.0004115628,0.00005295661,0.0001170131,0.00008440504],"domain_scores_gemma":[0.9994218,0.0001143859,0.0002603605,0.00003344585,0.0001517085,0.00001831511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000103028,0.00001929295,0.0006856091,0.00004289486,0.0002690999,0.000002791914,0.8054215,0.000005575121,0.0002585295,0.1893751,0.001135501,0.002680996],"study_design_scores_gemma":[0.001382873,0.0002168119,0.002294939,0.0002759889,0.0004806552,0.000007388932,0.8927801,0.00003269383,0.002891978,0.04503035,0.05430631,0.0002998846],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694494,0.01322652,0.000009791335,0.0003128363,0.0002655745,0.00007138224,0.000004432722,0.000006298642,0.01665375],"genre_scores_gemma":[0.996524,0.002457834,0.00006627102,0.00006310163,0.0005916178,0.000001805678,2.884694e-7,0.000003316332,0.0002917545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1443448,"threshold_uncertainty_score":0.1471197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04915270136414469,"score_gpt":0.25975949325581,"score_spread":0.2106067918916654,"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."}}