{"id":"W2150898135","doi":"10.5539/ijel.v1n2p91","title":"The Acquisition of English be Auxiliary and Thematic Verb Constructions by Adult Arab ESL Learners","year":2011,"lang":"en","type":"article","venue":"International Journal of English Linguistics","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inflection; Linguistics; Verb; Psychology; Realization (probability); Grammar; Interlanguage; Second-language acquisition; Computer science; Mathematics","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":[0.0007179939,0.0003973295,0.0003960529,0.0004303085,0.0004191609,0.001062389,0.0002474888,0.0003805163,0.002090235],"category_scores_gemma":[0.00189069,0.0002477074,0.0001863199,0.0001755237,0.000492845,0.0007388794,0.0007310483,0.0004839992,0.0009949233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001218841,"about_ca_system_score_gemma":0.0002115809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001048788,"about_ca_topic_score_gemma":0.001372625,"domain_scores_codex":[0.9997056,0.00005912685,0.00003644701,0.00006360607,0.00007982723,0.00005529755],"domain_scores_gemma":[0.9989054,0.0003123951,0.0002299881,0.00009846292,0.0002827586,0.0001709784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001183915,0.002526265,0.5181815,0.0004345349,0.00003981812,0.003600871,0.1686206,0.0002012782,0.1840477,0.000766373,0.0005975547,0.1197995],"study_design_scores_gemma":[0.00005981143,0.006341355,0.8157133,0.0001391733,0.00008238123,0.007802065,0.1208909,0.0007420625,0.03891704,0.0006563081,0.008563084,0.00009251998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994193,0.00004450092,0.0000432804,0.000005944433,8.90153e-7,0.000003653649,0.00001389367,0.000002210495,0.0004662817],"genre_scores_gemma":[0.9974867,0.0001766803,0.0004630441,0.00002098572,0.000001616752,0.0000214576,0.00005646467,0.000002502482,0.001770485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002090235,"threshold_uncertainty_score":0.006992579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02069963781503608,"score_gpt":0.2403519316014346,"score_spread":0.2196522937863985,"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."}}