{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000575444,0.0001264474,0.0001641469,0.001069836,0.002265812,0.001758184,0.000221167,0.000222722,0.002263045],"category_scores_gemma":[0.001175296,0.00007454706,0.00009123133,0.001744568,0.002799522,0.0009870186,0.001134467,0.000429321,0.0001468973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001801867,"about_ca_system_score_gemma":0.001138599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04458238,"about_ca_topic_score_gemma":0.06073565,"domain_scores_codex":[0.999561,0.0001967026,0.00001904075,0.00003937835,0.00006953665,0.0001142993],"domain_scores_gemma":[0.9989551,0.0003729929,0.0003817065,0.00002407467,0.0001392539,0.0001268468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001848955,0.0001491303,0.473666,0.000135962,0.0000571288,0.001477655,0.4307173,0.0002535911,0.001951956,0.0348243,0.001140424,0.05544163],"study_design_scores_gemma":[0.0000125913,0.00009510689,0.6782195,0.0001479659,0.00002453992,0.0005365671,0.2959212,0.0002428914,0.0003875405,0.003667134,0.02072377,0.0000212315],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929055,0.000618905,0.00003460334,0.0005035126,0.000006310426,0.000001134538,0.00001460592,8.192949e-7,0.00591466],"genre_scores_gemma":[0.9991381,0.0002590089,0.00002928937,0.00006311197,0.000005243342,0.000001272585,0.000006770322,6.779842e-7,0.0004963781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04458238,"threshold_uncertainty_score":0.08864576,"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."}}