{"id":"W2986906491","doi":"","title":"Collaborative Research in Multilingual Classrooms.","year":2010,"lang":"en","type":"article","venue":"Canadian Modern Language Review/ La Revue canadienne des langues vivantes","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Linguistics; Psychology; Mathematics education; Sociology; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03882872,0.0004673194,0.001286521,0.004524768,0.006486896,0.008396267,0.003005529,0.002942898,0.01664287],"category_scores_gemma":[0.0719016,0.000396869,0.0005014457,0.007772173,0.006006775,0.006557141,0.009563784,0.002264345,0.002183459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01162802,"about_ca_system_score_gemma":0.06052946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0809496,"about_ca_topic_score_gemma":0.1777265,"domain_scores_codex":[0.9529909,0.03224149,0.00169754,0.003315405,0.007062918,0.002691784],"domain_scores_gemma":[0.8919185,0.07008216,0.005143874,0.0088865,0.01282616,0.01114273],"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":[0.0002339473,0.0003626153,0.006158864,0.005418599,0.0001750222,0.0007217377,0.0442722,0.0002919248,0.0005678954,0.1357471,0.07177703,0.7342731],"study_design_scores_gemma":[0.0002354031,0.0001913856,0.01682667,0.007687567,0.0001775637,0.0008233774,0.04500774,0.0003339288,0.0008463646,0.06718969,0.8606277,0.00005255705],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0339591,0.6067483,0.01468301,0.06464083,0.004790211,0.0006707592,0.0006032751,0.0003485314,0.273556],"genre_scores_gemma":[0.700299,0.2107382,0.02181538,0.008861062,0.002123705,0.001553828,0.0006699013,0.0001551581,0.05378394],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0809496,"threshold_uncertainty_score":0.2053483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03286871002059877,"score_gpt":0.2951499814772434,"score_spread":0.2622812714566446,"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."}}