{"id":"W3138928006","doi":"10.1075/pl.20011.van","title":"Spontaneous classroom engagement facilitating development of L2 pragmatic competence","year":2021,"lang":"en","type":"article","venue":"Pedagogical Linguistics","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University; Simon Fraser University","funders":"","keywords":"Pragmatics; Psychology; Fluency; Psychological intervention; Competence (human resources); Communicative competence; Situated; Pedagogy; Interpersonal communication; Linguistics; Computer science; Mathematics education; Communication; Social psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006240561,0.0001576162,0.0002755368,0.00003889224,0.0005178476,0.00009729704,0.0001446002,0.00004095195,0.001628831],"category_scores_gemma":[0.006910538,0.0001386891,0.00007035493,0.00003226026,0.0001160102,0.00001327433,0.0001095713,0.0004229647,0.0000933304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004528978,"about_ca_system_score_gemma":0.000166136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002183514,"about_ca_topic_score_gemma":0.0001724693,"domain_scores_codex":[0.9983928,0.000220696,0.0005364204,0.0002410611,0.0003459723,0.0002630975],"domain_scores_gemma":[0.9982777,0.0008723902,0.0001580619,0.0001835455,0.0004274535,0.00008088413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000200264,0.0003779471,0.000374622,0.000528158,0.00009202602,0.0008218122,0.4048141,0.0005912682,0.0002699613,0.5725964,0.0002448306,0.0192689],"study_design_scores_gemma":[0.0002195769,0.00008034264,0.0001209728,0.0002178849,0.00004034498,0.00002748986,0.05396466,0.00162981,0.0001371481,0.00159468,0.941679,0.0002880628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6191742,0.0006425991,0.006303121,0.0001028399,0.001561891,0.000200029,0.00004715659,0.0002497228,0.3717185],"genre_scores_gemma":[0.9472432,0.000004563222,0.04398682,0.0001017693,0.0005736634,0.000005907429,0.00005086995,0.00001498177,0.008018187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9414342,"threshold_uncertainty_score":0.9992838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1555008913141628,"score_gpt":0.3388396213827498,"score_spread":0.183338730068587,"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."}}