{"id":"W2740530601","doi":"10.5539/ijel.v7n5p164","title":"Towards Assessing the Vernacular in the Arabic Language: A Descriptive Analytical Study","year":2017,"lang":"en","type":"article","venue":"International Journal of English Linguistics","topic":"Language, Linguistics, Cultural Analysis","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vernacular; Phenomenon; Pace; Arabic; Natural (archaeology); Linguistics; Sociology; History; Social science; Epistemology; Geography; Philosophy; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00341593,0.0003927344,0.0003036333,0.002468909,0.002900917,0.004785156,0.0005742835,0.000581559,0.002657787],"category_scores_gemma":[0.00873912,0.0001930839,0.0001960789,0.002621472,0.005080639,0.003863074,0.00234923,0.001009227,0.000411675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001661234,"about_ca_system_score_gemma":0.001346837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002508122,"about_ca_topic_score_gemma":0.003472555,"domain_scores_codex":[0.9975064,0.001487414,0.0001458548,0.0002555211,0.0004601574,0.0001445213],"domain_scores_gemma":[0.9948886,0.002910822,0.0008694615,0.0002136496,0.000896692,0.0002208019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00009556796,0.0001392046,0.04027976,0.0003468288,0.00001129533,0.001130031,0.8979973,0.00009792324,0.004007841,0.02678042,0.0009592741,0.02815465],"study_design_scores_gemma":[0.000002943594,0.00006222683,0.02122561,0.0001587524,0.00001039569,0.000509481,0.9515691,0.0005173114,0.0008806174,0.002759808,0.02227816,0.00002553791],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750947,0.0004309164,0.002944748,0.0005393999,0.00002993583,0.0001159144,0.0001080141,0.000009787517,0.0207266],"genre_scores_gemma":[0.995777,0.0002662914,0.001845952,0.0001384201,0.00001869654,0.00009444383,0.00008464324,0.00001123893,0.001763088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004785156,"threshold_uncertainty_score":0.01806539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04946037218717268,"score_gpt":0.3432776785219042,"score_spread":0.2938173063347315,"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."}}