{"id":"W4385573573","doi":"10.18653/v1/2022.nlp4pi-1.13","title":"Using NLP to Support English Teaching in Rural Schools","year":2022,"lang":"en","type":"article","venue":"","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre; Agencia Nacional de Investigación e Innovación","keywords":"Computer science; Context (archaeology); Word (group theory); Natural language processing; Web application; Artificial intelligence; Serious game; Multimedia; World Wide Web; Linguistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008031036,0.00006416719,0.00007355234,0.0001930474,0.0001889519,0.0001373885,0.0006599345,0.00001410285,0.0002735086],"category_scores_gemma":[0.0001849179,0.00007185198,0.00002116814,0.0003854336,0.000003506771,0.0003887466,0.0005571879,0.0004199006,0.00003086219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002762025,"about_ca_system_score_gemma":0.0001246225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002251653,"about_ca_topic_score_gemma":0.0000170853,"domain_scores_codex":[0.9989636,0.0001775858,0.0001578827,0.0002246985,0.0002525912,0.0002236281],"domain_scores_gemma":[0.9994968,0.0000353815,0.00003715118,0.0003442479,0.00001925723,0.00006711677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001112882,0.0005099672,0.3078649,0.00001689916,0.0000126711,0.00003949346,0.08287944,0.2446255,0.00565532,0.1017616,0.03571423,0.2209089],"study_design_scores_gemma":[0.001247083,0.001014106,0.07470901,0.00006701997,0.000009031623,0.0001516939,0.03845937,0.5805729,0.0009970497,0.004365833,0.296805,0.001601886],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8723719,0.000003650342,0.1125166,0.001062635,0.00149847,0.000217562,4.377761e-7,0.0002034674,0.01212528],"genre_scores_gemma":[0.8968244,5.564967e-8,0.101361,0.0008403886,0.00009632791,0.00004320849,0.000002067398,0.000006440802,0.0008260655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3359474,"threshold_uncertainty_score":0.2994727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02280731378301479,"score_gpt":0.3061997157524043,"score_spread":0.2833924019693895,"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."}}