{"id":"W1992141333","doi":"10.5539/ies.v5n2p125","title":"The Effect of Collaboration on Iranian EFL Learners’ Writing Accuracy","year":2012,"lang":"en","type":"article","venue":"International Education Studies","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collaborative writing; Psychology; Mathematics education; Control (management); Pedagogy; Computer science","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":[0.003352021,0.0004210748,0.0004626865,0.0007025506,0.000634091,0.001492591,0.0003631198,0.0004462363,0.002536176],"category_scores_gemma":[0.03892534,0.0001274409,0.0003231307,0.0004135597,0.0005013276,0.0008082103,0.001132915,0.0004102779,0.0004359964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002853324,"about_ca_system_score_gemma":0.0006439756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00080288,"about_ca_topic_score_gemma":0.0007029803,"domain_scores_codex":[0.9956285,0.001739806,0.0005292639,0.0004826025,0.0012896,0.0003302813],"domain_scores_gemma":[0.9478663,0.03108878,0.01085517,0.001882986,0.004967349,0.003339439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00236623,0.001440483,0.7876884,0.0003360388,0.0002606248,0.001125719,0.02563256,0.0006795861,0.01306082,0.0002205527,0.0006358374,0.1665532],"study_design_scores_gemma":[0.0001198071,0.003426975,0.970351,0.0001106618,0.0001533429,0.001211796,0.01567916,0.001253115,0.00529121,0.0005842515,0.001762763,0.00005589506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997815,0.0001994257,0.0002665487,0.00006365517,0.00001205598,0.000008167724,0.00001555697,0.00001041839,0.001609123],"genre_scores_gemma":[0.9992591,0.00006941952,0.0003195375,0.00001097546,0.00001239866,0.00001043163,0.00001418808,0.00000362109,0.0003002811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003352021,"threshold_uncertainty_score":0.01772738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06089481002824022,"score_gpt":0.3977924344874739,"score_spread":0.3368976244592337,"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."}}