{"id":"W4308260531","doi":"10.1177/13621688221127647","title":"The sociocognitive functions of English use during L2 French collaborative writing tasks","year":2022,"lang":"en","type":"article","venue":"Language Teaching Research","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Concordia University","funders":"","keywords":"Psychology; Mediation; Task (project management); Linguistics; Collaborative writing; Vocabulary; Function (biology); Foreign language; Mathematics education; Sociology","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":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005539653,0.0001403928,0.0001823288,0.0002585613,0.01066439,0.00058124,0.0003931229,0.00003349175,0.001227004],"category_scores_gemma":[0.005481844,0.0001138497,0.00009420205,0.0001882963,0.000494096,0.0002795044,0.0004523733,0.003446566,0.00002077617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001766922,"about_ca_system_score_gemma":0.0001204699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003961943,"about_ca_topic_score_gemma":0.0009510633,"domain_scores_codex":[0.9949973,0.002922867,0.0003053169,0.0003064633,0.0008941135,0.0005739543],"domain_scores_gemma":[0.9955231,0.003350522,0.0001318761,0.0003350547,0.0005905746,0.0000688479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004305828,0.0001209217,0.002845961,0.00004283717,0.00009758522,0.00003321017,0.9647725,0.0001004698,0.0006197274,0.0224964,0.004219156,0.004608175],"study_design_scores_gemma":[0.0003831963,0.0001687423,0.001059022,0.00007016713,0.00001515657,0.000002610431,0.8866243,0.0001059773,0.0001116422,0.0001227419,0.1111705,0.0001658672],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9265716,0.0007583869,0.000008735767,0.0002209024,0.0004114463,0.0003074991,0.000162994,0.000175492,0.07138292],"genre_scores_gemma":[0.9543315,0.000007283132,0.00005057803,0.00003344874,0.00117362,0.0001455629,0.00005343985,0.00003870275,0.04416586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1069514,"threshold_uncertainty_score":0.999686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05178481583801523,"score_gpt":0.3382799300590104,"score_spread":0.2864951142209951,"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."}}