{"id":"W1860256013","doi":"10.1558/cj.v20i1.59-79","title":"The Role of Computer-Supported Discussion for Language Teacher Education: What Do the Students Say?","year":2003,"lang":"en","type":"article","venue":"CALICO Journal","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer-mediated communication; Cohesion (chemistry); Computer science; Curriculum; Affect (linguistics); Computer-Assisted Instruction; Pedagogy; Distance education; Psychology; Mathematics education; The Internet; World Wide Web; Communication","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009246974,0.00007794458,0.00009112361,0.00002476155,0.001126434,0.0008890538,0.0002451748,0.00002233578,0.0004239036],"category_scores_gemma":[0.0000580431,0.00003119999,0.00009545151,0.00001585871,0.00008692237,0.0001651992,0.00001957594,0.0003134426,0.000007673052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002130611,"about_ca_system_score_gemma":0.00006450762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001143293,"about_ca_topic_score_gemma":0.00001833354,"domain_scores_codex":[0.9991452,0.0002349292,0.0002036284,0.0000730015,0.0001952874,0.0001480082],"domain_scores_gemma":[0.9994736,0.00009436006,0.0001647201,0.0001442155,0.00007454562,0.00004860102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002669193,0.0003689925,0.00646867,0.0000142686,0.0001053342,0.000001600721,0.2452275,0.0000248241,0.0001789531,0.06782719,0.02992312,0.6498329],"study_design_scores_gemma":[0.0001907163,0.00005332308,0.0004793068,0.00008695199,0.00002419428,0.00002422075,0.1607841,0.00006074904,0.00004999224,0.00154022,0.8366468,0.00005937443],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9579795,0.01461006,0.0008130266,0.004510027,0.004320434,0.0004260722,0.000005070412,0.00004175386,0.01729407],"genre_scores_gemma":[0.9809075,0.00008845615,0.00007622987,0.0002894497,0.001465267,0.000009090578,0.000003536491,0.00001509793,0.01714536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8067237,"threshold_uncertainty_score":0.8663731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439239087846479,"score_gpt":0.2915959080368703,"score_spread":0.2772035171584055,"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."}}