{"id":"W4236933325","doi":"10.2139/ssrn.3367590","title":"Teaching Arabic as a Second Language (TASL): Simulation of the Canadian/ American Exemplary TESL Models. A Feasibility Study in Promoting a Saudi-Owned TASL Programme","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Language, Linguistics, Cultural Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Arabic; Second language; Linguistics; Medicine; Computer 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":[0.002419373,0.0006227478,0.0002373468,0.0004409894,0.00389443,0.002116766,0.002255878,0.001146834,0.007863578],"category_scores_gemma":[0.00505513,0.00029861,0.0003894674,0.0005905736,0.00160469,0.0009471547,0.001699962,0.001269269,0.001086077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01979711,"about_ca_system_score_gemma":0.02931992,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6924576,"about_ca_topic_score_gemma":0.848085,"domain_scores_codex":[0.998857,0.0004542077,0.00001875451,0.0001069017,0.0001706256,0.0003923698],"domain_scores_gemma":[0.9951189,0.001269638,0.0001793776,0.0001721475,0.0008979904,0.002361971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01637983,0.08779883,0.1277046,0.0009031875,0.0001469683,0.003694542,0.1550484,0.2442248,0.02562504,0.03800569,0.03459517,0.2658729],"study_design_scores_gemma":[0.004532702,0.0292967,0.1202738,0.0004404079,0.0002948607,0.0003994612,0.3237236,0.3732139,0.02108655,0.01068241,0.1154132,0.0006424596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988867,0.00001233832,0.0005816761,0.0002824312,0.00001437031,0.0002633226,0.0001388951,0.00003755588,0.009802334],"genre_scores_gemma":[0.9893322,0.00005673946,0.003340807,0.00008353477,0.000003736478,0.0002426379,0.0001953849,0.0000139201,0.006730891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6924576,"threshold_uncertainty_score":0.6187072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01938247228619883,"score_gpt":0.2636662771705102,"score_spread":0.2442838048843114,"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."}}