{"id":"W2068059405","doi":"10.5539/elt.v1n1p34","title":"The Role of Online Collaboration in Promoting ESL Writing","year":2008,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Class (philosophy); Collaborative writing; Inclusion (mineral); Mathematics education; Collaborative learning; Pedagogy; Social psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00505437,0.0001265947,0.000194013,0.0001382172,0.0004136458,0.0000265522,0.0002167755,0.00008792891,0.00003937088],"category_scores_gemma":[0.004458071,0.0001025332,0.00004014234,0.0003628414,0.00007358687,0.0001103567,0.00004583571,0.001206893,0.00000419614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005220281,"about_ca_system_score_gemma":0.00003918572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004695974,"about_ca_topic_score_gemma":0.00008328269,"domain_scores_codex":[0.9966359,0.002206908,0.0004423272,0.0002291899,0.0001789968,0.0003067389],"domain_scores_gemma":[0.998503,0.0008676552,0.0002423016,0.0002885026,0.00007272656,0.00002577044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002443082,0.000139849,0.05398396,0.000007993101,0.00002067509,0.00002954393,0.7909477,0.00003965848,0.009401082,0.006920108,0.0000458016,0.1384392],"study_design_scores_gemma":[0.001282154,0.0001789955,0.05403355,0.0002036788,0.00001416511,0.00003816698,0.9235716,0.001488355,0.003185611,0.0002768673,0.01533439,0.0003923933],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637332,0.00111615,0.0003907736,0.00007950039,0.0003283371,0.0001524782,0.000004967499,0.0001423106,0.0340523],"genre_scores_gemma":[0.9912339,0.000002149588,0.007566323,0.00004455443,0.0005232594,0.00001331571,0.00002221932,0.00002921359,0.000565026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1380468,"threshold_uncertainty_score":0.5337049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01416411852156072,"score_gpt":0.3553576036322724,"score_spread":0.3411934851107117,"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."}}