{"id":"W2914590602","doi":"10.5539/ijel.v9n2p24","title":"Frequency of Using Najdi Arabic Words Among Saudi College Male Students","year":2019,"lang":"en","type":"article","venue":"International Journal of English Linguistics","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Formality; Noun; Rubric; Arabic; Categorization; Computer science; Mathematics education; Linguistics; Natural language processing; Artificial intelligence; Psychology","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":[0.0004976564,0.0001987889,0.0002006807,0.001053471,0.0005110737,0.0008829112,0.0001619371,0.0002855,0.001692462],"category_scores_gemma":[0.002548429,0.0001061713,0.0001301916,0.0007442835,0.000475735,0.0004188404,0.0005976221,0.0002238661,0.0004124954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002188814,"about_ca_system_score_gemma":0.0001862006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002507383,"about_ca_topic_score_gemma":0.004281311,"domain_scores_codex":[0.999551,0.0001401273,0.00006526732,0.00006661594,0.0001203901,0.00005653287],"domain_scores_gemma":[0.9982061,0.0007005559,0.0004642091,0.00009685459,0.0003583234,0.0001740052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003202487,0.0001093417,0.8640935,0.0002001961,0.00002485387,0.0004676502,0.06731253,0.00005771142,0.02125196,0.0001651866,0.0002467402,0.0457501],"study_design_scores_gemma":[0.000004693725,0.0003425498,0.8876891,0.00005448434,0.00003462648,0.001572188,0.1017208,0.000333169,0.004611607,0.00009158864,0.003509424,0.00003572952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995558,0.00005291505,0.00004017484,0.00001979327,0.000001776239,0.000003398266,0.00002488845,0.000001758024,0.0002995301],"genre_scores_gemma":[0.9994086,0.00009244472,0.0001135433,0.00001464589,0.000002217286,0.000004690639,0.00003580943,0.000001143126,0.000326827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002507383,"threshold_uncertainty_score":0.005661905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02104707708390963,"score_gpt":0.3382972544677294,"score_spread":0.3172501773838198,"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."}}