{"id":"W2530486443","doi":"","title":"Investigating Spelling Errors of Moroccan EFL University Students","year":2016,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Spelling; Linguistics; Computer science; Psychology; Mathematics education; Error analysis; English as a foreign language; Natural language processing; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003103364,0.00004230755,0.00007379257,0.0001083324,0.0001203997,0.000006701535,0.0002851067,0.00003187718,0.01243644],"category_scores_gemma":[0.00003012449,0.00003676246,0.00002573451,0.0004408287,0.0004738972,0.00013174,0.00003192638,0.00004019546,0.00004699914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000626619,"about_ca_system_score_gemma":0.0001472587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001232385,"about_ca_topic_score_gemma":4.0621e-7,"domain_scores_codex":[0.9993234,0.00005769925,0.0001172434,0.0001494461,0.0002311911,0.0001210726],"domain_scores_gemma":[0.9994969,0.00004341714,0.000185491,0.00009569961,0.0001228317,0.00005561357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001949499,0.0004252237,0.1637671,0.00002581667,0.00002960332,0.000001321438,0.07120558,0.000002330756,0.1768598,0.5647951,0.002480595,0.02038804],"study_design_scores_gemma":[0.0002423703,0.00002197338,0.9746059,0.00002961575,0.000007626847,5.146313e-7,0.01468812,3.356755e-7,0.002279103,0.0002409424,0.007812888,0.00007057535],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9019498,0.00005192495,0.00002815028,0.0002044487,0.000538609,0.00004196187,0.000001619093,0.00001185812,0.09717162],"genre_scores_gemma":[0.9819642,5.538984e-7,0.0002057498,0.000283006,0.0001017502,4.416171e-7,6.254999e-7,0.000003122686,0.01744052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8108388,"threshold_uncertainty_score":0.9884663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02895263305488317,"score_gpt":0.3654523503315817,"score_spread":0.3364997172766986,"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."}}