{"id":"W2802398923","doi":"","title":"Parliamo Italiano: Drama and Italian Language Acquisition among University Students","year":2018,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Educational and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drama; Linguistics; Mathematics education; Psychology; Art; Visual arts; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007045308,0.0001385763,0.0002156492,0.000134982,0.002646148,0.00006274313,0.0005271668,0.0001987922,0.0007730805],"category_scores_gemma":[0.00009629506,0.0001824307,0.000105958,0.000452367,0.001747497,0.0009097562,0.0003136166,0.0001697094,0.000133092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002623139,"about_ca_system_score_gemma":0.0001061343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004684362,"about_ca_topic_score_gemma":0.01709449,"domain_scores_codex":[0.9983007,0.0003111362,0.00009903527,0.0003352927,0.0006113577,0.0003424469],"domain_scores_gemma":[0.9990644,0.00009609539,0.0001498178,0.0001688515,0.0002760266,0.00024477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007109503,0.0001011029,0.8936822,0.00001255862,0.0000874683,0.00002029448,0.1011502,1.212386e-7,0.0002394114,0.003218715,0.0008702581,0.0005465903],"study_design_scores_gemma":[0.0004920515,0.00006087885,0.8345026,0.00003832322,0.00005679533,5.737844e-7,0.1537822,4.788587e-7,0.00006356482,0.0005320912,0.01028796,0.0001824721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772391,0.0001037973,0.000007951018,0.001611221,0.000216873,0.0001952458,0.00004316099,0.00006321833,0.02051943],"genre_scores_gemma":[0.9778342,0.00008324547,0.0001549988,0.00007329902,0.0002295044,1.310641e-7,0.0000153712,0.000008543394,0.02160066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05917966,"threshold_uncertainty_score":0.9986523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0168454376696449,"score_gpt":0.2795280532518299,"score_spread":0.262682615582185,"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."}}