{"id":"W2943025229","doi":"10.5539/elt.v12n6p1","title":"A Study on WeChat-Based Collaborative Learning in College English Writing","year":2019,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Test (biology); College English; Collaborative writing; Mathematics education; Social media; Collaborative learning; Blended learning; Pedagogy; Educational technology; Computer science; World Wide Web","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":[0.004762425,0.0003897707,0.0005224982,0.001096592,0.004742289,0.003292263,0.001121054,0.0008954966,0.003573094],"category_scores_gemma":[0.01410304,0.0003287742,0.0005054802,0.001009225,0.001681821,0.003255442,0.002227467,0.002026184,0.0007796643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001270389,"about_ca_system_score_gemma":0.002406555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002717535,"about_ca_topic_score_gemma":0.005260206,"domain_scores_codex":[0.9946227,0.002974741,0.0002919001,0.0006063723,0.0008393104,0.000664886],"domain_scores_gemma":[0.9891282,0.005396764,0.000794635,0.0006035227,0.001494833,0.002582188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001965476,0.006967648,0.0362221,0.0004386887,0.00002224004,0.00258174,0.865957,0.0001010352,0.004958345,0.001591891,0.001509338,0.07945348],"study_design_scores_gemma":[0.00009623803,0.002637568,0.0627256,0.0003300013,0.00005185902,0.001378555,0.8978323,0.0007864155,0.003122835,0.00063022,0.03032227,0.0000860956],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909852,0.0001219257,0.0009008464,0.0002193074,0.00002491648,0.0002160517,0.00001338842,0.00001428402,0.007504098],"genre_scores_gemma":[0.990456,0.0003367744,0.002010464,0.0002111105,0.00001587454,0.0002556831,0.00002811295,0.00001442666,0.006671483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004762425,"threshold_uncertainty_score":0.02518642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01140536148236584,"score_gpt":0.3127069503265813,"score_spread":0.3013015888442154,"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."}}