{"id":"W3168621539","doi":"10.26417/ejss.v3i2.p10-18","title":"Language and Nature in Southern and Eastern Arabia","year":2021,"lang":"en","type":"article","venue":"Qatar University QSpace (Qatar University)","topic":"Language, Linguistics, Cultural Analysis","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Linguistics; History; Geography; Political science; Philosophy","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":[0.0000620399,0.0001932674,0.0002561584,0.000292871,0.0003241502,0.0001032964,0.00021563,0.0001283859,0.0006445033],"category_scores_gemma":[0.00005377517,0.000205877,0.00007457755,0.0002132592,0.0002809483,0.0003146407,0.0003276035,0.0003639846,0.0000461057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001075379,"about_ca_system_score_gemma":0.00004467918,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006935697,"about_ca_topic_score_gemma":0.09148601,"domain_scores_codex":[0.9989868,0.0001003982,0.00007677695,0.0004317904,0.0001506073,0.0002536151],"domain_scores_gemma":[0.9993529,0.00005480776,0.00006702488,0.000244669,0.000142843,0.0001377231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004200981,0.0003460872,0.04475927,0.000311782,0.000923622,0.02280928,0.5234214,0.00003984898,0.0007883677,0.3995887,0.003508803,0.003082717],"study_design_scores_gemma":[0.001333629,0.00003543973,0.001286986,0.00007073898,0.0002877889,0.00001168348,0.6220368,0.0001932388,0.00006868842,0.0001607376,0.3740267,0.0004876562],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662853,0.0004572013,0.00002615961,0.001101761,0.0001137941,0.00008345029,0.0003093182,0.00007682117,0.03154613],"genre_scores_gemma":[0.8243777,0.0001210815,0.0002001726,0.0001273183,0.0001404359,2.150221e-8,0.0001084105,0.00001264592,0.1749122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.399428,"threshold_uncertainty_score":0.9996772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00797490921483226,"score_gpt":0.1703818183151216,"score_spread":0.1624069091002893,"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."}}