{"id":"W2562209204","doi":"","title":"Collaborative learning in a Japanese as a foreign language classroom","year":2002,"lang":"en","type":"dissertation","venue":"Brock University Digital Repository (Brock University)","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Brock University","keywords":"Mathematics education; Foreign language; Computer science; Psychology; Linguistics; Pedagogy; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001711619,0.0002900181,0.0003932375,0.0003685477,0.00210865,0.00221452,0.0006015601,0.0003468994,0.001645446],"category_scores_gemma":[0.002917153,0.0001723851,0.0003167058,0.0003374371,0.0008925161,0.00129737,0.003076102,0.0006156655,0.0003546679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008943595,"about_ca_system_score_gemma":0.002897884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005309328,"about_ca_topic_score_gemma":0.01165097,"domain_scores_codex":[0.9982248,0.0007181441,0.00008884424,0.0003882795,0.0003411357,0.0002386887],"domain_scores_gemma":[0.9974937,0.0006381764,0.0003200142,0.0001722564,0.0002616951,0.001114164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007822321,0.00549635,0.1281072,0.0006044962,0.00009944406,0.001956368,0.6359937,0.0007452063,0.0366628,0.003499552,0.001176239,0.1848763],"study_design_scores_gemma":[0.000389623,0.007359707,0.3002135,0.0003419187,0.0004983437,0.001174278,0.6192353,0.004948961,0.01647517,0.002806406,0.04636583,0.0001909925],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961313,0.00008206347,0.0006716348,0.00004938605,0.000009414469,0.00002536632,0.000003176143,0.000009116406,0.003018569],"genre_scores_gemma":[0.9963573,0.0001149524,0.00145197,0.00004354211,0.000003842227,0.00003993576,0.000009405467,0.000003098108,0.00197594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005309328,"threshold_uncertainty_score":0.01055688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00748699147886791,"score_gpt":0.188358145247162,"score_spread":0.1808711537682941,"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."}}