{"id":"W2895444437","doi":"10.1017/s0267190518000077","title":"Learning Chinese through Contextualized Language Practices in Study Abroad Residence Halls: Two Case Studies","year":2018,"lang":"en","type":"article","venue":"Annual Review of Applied Linguistics","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Residence; Socialization; Psychology; Mandarin Chinese; Second language; Study abroad; Pedagogy; Narrative; Quality (philosophy); Linguistics; Sociology; Social psychology; Epistemology","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":[0.002739649,0.0006721805,0.0005400605,0.00138215,0.008778005,0.002554422,0.001664964,0.001647327,0.003056127],"category_scores_gemma":[0.002659349,0.0004144074,0.0004522456,0.001589223,0.006146138,0.001777123,0.004535391,0.00175911,0.0002934319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00581287,"about_ca_system_score_gemma":0.002727855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01852785,"about_ca_topic_score_gemma":0.06652291,"domain_scores_codex":[0.9979493,0.001262385,0.00006116494,0.0001595397,0.0001611422,0.0004064418],"domain_scores_gemma":[0.9981847,0.0008217744,0.0002089004,0.000152911,0.0001216368,0.0005100472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008557052,0.0007114021,0.02300172,0.0001956794,0.00001917742,0.0287196,0.927866,0.0002459958,0.00121609,0.00332831,0.0007131792,0.01389732],"study_design_scores_gemma":[0.00002011588,0.0002781595,0.01230121,0.0001287026,0.00002357583,0.003309021,0.9708043,0.000304479,0.001285721,0.0004586915,0.01105765,0.00002843267],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973093,0.0001360132,0.0002686635,0.0001998618,0.000005989992,0.00006179313,0.00001812936,0.000004139866,0.001996184],"genre_scores_gemma":[0.9968156,0.00037441,0.0006294551,0.00006579988,0.000006095273,0.00007621733,0.00002226662,0.000005560611,0.002004565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01852785,"threshold_uncertainty_score":0.04217553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06316891589399927,"score_gpt":0.4431090233258394,"score_spread":0.3799401074318401,"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."}}