{"id":"W2982549136","doi":"10.5430/ijhe.v8n7p50","title":"Learning the Russian Language in the Game: Traditional and New Approaches","year":2019,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Foreign Language Teaching Methods","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kazan Federal University","keywords":"Foreign language; Grammar; Reading (process); Process (computing); Mathematics education; Active listening; Attractiveness; Space (punctuation); Pedagogy; Sociology; Psychology; Computer science; Linguistics","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":[],"consensus_categories":[],"category_scores_codex":[0.001634608,0.00004846163,0.00006203817,0.00009862103,0.00006455839,0.0001377197,0.0004100642,0.0000336507,0.0005530622],"category_scores_gemma":[0.0001369503,0.00002880072,0.00004057848,0.00009781543,0.00006739141,0.0002560412,0.000008891411,0.0003248294,0.00001027926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000967306,"about_ca_system_score_gemma":0.0003103439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005579905,"about_ca_topic_score_gemma":0.00005502624,"domain_scores_codex":[0.9987105,0.0005043886,0.0001671862,0.0000640447,0.0004747188,0.00007923337],"domain_scores_gemma":[0.9993263,0.0003756658,0.0001791832,0.00005676081,0.00002779659,0.00003422283],"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":[0.00002702532,0.0001298591,0.02004383,0.000002861518,0.00003658295,0.000004862377,0.1876102,0.0001226537,0.0000919794,0.7332279,0.001668669,0.05703359],"study_design_scores_gemma":[0.0006492613,0.0001079328,0.6840491,0.0001108081,0.00002718022,0.0001336798,0.09347071,0.00005245659,0.00003741091,0.08057303,0.1406336,0.0001549419],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8557833,0.0012092,0.0001242843,0.05040973,0.001923351,0.0001291026,7.560707e-7,0.000007683541,0.09041256],"genre_scores_gemma":[0.9906938,0.00001990684,0.001172396,0.0005248642,0.001647094,0.000002282093,0.000003578635,0.000004645775,0.005931397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6640052,"threshold_uncertainty_score":0.6055644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06539921673775304,"score_gpt":0.3750627854757769,"score_spread":0.3096635687380238,"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."}}