{"id":"W2505675718","doi":"10.1075/lllt.45.08mcd","title":"7. Thai EFL learners’ interaction during collaborative writing tasks and its relationship to text quality","year":2016,"lang":"en","type":"book-chapter","venue":"Language learning and language teaching","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Quality (philosophy); Psychology; Collaborative writing; Computer science; Linguistics; Mathematics education; Philosophy; Epistemology","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001662217,0.0005902998,0.0006391095,0.0004476941,0.002014236,0.0006722273,0.0001635714,0.0002930077,0.00126084],"category_scores_gemma":[0.001436363,0.0005157148,0.0001265919,0.00002759091,0.0001208923,0.0004319218,0.0002232721,0.003389309,0.0001949737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001329238,"about_ca_system_score_gemma":0.00003278572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000388829,"about_ca_topic_score_gemma":0.0004555062,"domain_scores_codex":[0.9970322,0.0006905444,0.0005964069,0.0008118808,0.0003701824,0.0004987427],"domain_scores_gemma":[0.9977669,0.001122793,0.0005396708,0.0002691546,0.00007123736,0.0002303198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009051636,0.00001749847,0.000952327,0.000361482,0.0001516702,0.0001334043,0.7770627,0.00003195976,0.001678221,0.1555445,0.00008884489,0.06388684],"study_design_scores_gemma":[0.001928205,0.0004740281,0.0009940572,0.006982954,0.000337864,0.0001572663,0.7574931,0.0001860726,0.0001195932,0.0004634384,0.2278852,0.002978295],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5019727,0.005180489,0.00004419901,0.0004283551,0.0002188591,0.000292615,0.00004587014,0.0005096731,0.4913073],"genre_scores_gemma":[0.5909312,0.00003625296,0.0000994308,0.0001256048,0.001063524,0.00001055877,0.00005077491,0.0001028244,0.4075798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2277963,"threshold_uncertainty_score":0.9997295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02859082158911718,"score_gpt":0.3095654237955545,"score_spread":0.2809746022064373,"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."}}