{"id":"W2122624095","doi":"10.1111/j.1540-4781.2008.00785.x","title":"What Does Metalinguistic Activity in Learners' Interaction During a Collaborative L2 Writing Task Look Like?","year":2008,"lang":"en","type":"article","venue":"Modern Language Journal","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Linguistics; Metalinguistics; Psychology; Metalinguistic awareness; Task (project management); Speech production; Teaching method; Mathematics education; Philosophy; Vocabulary development","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":[],"consensus_categories":[],"category_scores_codex":[0.0004921846,0.0001812251,0.0002592917,0.0002450851,0.0009134989,0.0006882201,0.0001213385,0.00005119851,0.0005573672],"category_scores_gemma":[0.0002176949,0.0001398666,0.00009708312,0.00005471376,0.00009490616,0.001148628,0.00004291852,0.001184341,0.00002751587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001633083,"about_ca_system_score_gemma":0.00006114569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003075284,"about_ca_topic_score_gemma":0.001459151,"domain_scores_codex":[0.9985749,0.0003362953,0.0002915603,0.0002176511,0.0002620544,0.0003175733],"domain_scores_gemma":[0.9993174,0.0001270156,0.0002442067,0.0001259274,0.0001023209,0.00008314806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001614921,0.0001649046,0.001436114,0.00005519282,0.0001076199,0.001745513,0.9757879,0.001658507,0.01008892,0.0001785701,0.0000720657,0.00854318],"study_design_scores_gemma":[0.003004119,0.00024492,0.002765486,0.001668688,0.0001239901,0.001536038,0.9597557,0.01632783,0.002766064,0.0006747668,0.01002172,0.001110646],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931875,0.001417961,0.0002150084,0.0001705692,0.001039261,0.00007774599,0.000003823411,0.0000710239,0.003817041],"genre_scores_gemma":[0.9913865,0.0001787683,0.00009917628,0.00008935707,0.001540315,0.000005297143,0.000003604561,0.00003180359,0.006665196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0160322,"threshold_uncertainty_score":0.7025988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01970531259153824,"score_gpt":0.270302971186507,"score_spread":0.2505976585949687,"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."}}