{"id":"W2166021602","doi":"10.1007/978-3-319-22960-7_4","title":"Identifying Pedagogical Uses of Serious Games for Learning English as a Second Language","year":2015,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Computer science; Taxonomy (biology); Context (archaeology); Language acquisition; English language; English as a second language; Mathematics education; Artificial intelligence; Linguistics; Multimedia; Natural language processing; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002195977,0.0006917999,0.0002593199,0.002571074,0.0008127475,0.005312994,0.001135975,0.0006888729,0.002403085],"category_scores_gemma":[0.01777823,0.0003873205,0.0004745955,0.001403398,0.0008442288,0.003938667,0.003294789,0.001288711,0.0007831014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001148474,"about_ca_system_score_gemma":0.001539085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002739356,"about_ca_topic_score_gemma":0.008821488,"domain_scores_codex":[0.9971048,0.001312512,0.0001887281,0.000292462,0.0008276949,0.0002738383],"domain_scores_gemma":[0.9877399,0.009055741,0.0009078746,0.0005500683,0.0009228076,0.0008237073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007069481,0.001647729,0.1391992,0.001197172,0.000149029,0.001266564,0.1307743,0.0007157515,0.01762061,0.02823795,0.00656338,0.6719214],"study_design_scores_gemma":[0.000231356,0.00268874,0.4240711,0.003564415,0.0006356839,0.009250646,0.198497,0.01796131,0.03362015,0.03976202,0.2694337,0.0002838563],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9217144,0.001331688,0.01686712,0.000495628,0.00006477108,0.0002083263,0.0001722081,0.0003340812,0.05881181],"genre_scores_gemma":[0.95372,0.001379485,0.0263958,0.0001456773,0.00001451073,0.0002094716,0.0004484574,0.0001431685,0.01754335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005312994,"threshold_uncertainty_score":0.01161361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08805196069414571,"score_gpt":0.3246813933559606,"score_spread":0.2366294326618149,"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."}}