{"id":"W4304607176","doi":"10.1515/applirev-2021-0199","title":"The effects of task complexity on L2 English rapport-building language use and its relationship with paired speaking test task performance","year":2022,"lang":"en","type":"article","venue":"Applied Linguistics Review","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Canada Research Chairs","keywords":"Psychology; Task (project management); Test (biology); Variety (cybernetics); Context (archaeology); Language proficiency; Cognitive psychology; Linguistics; Computer science; Mathematics education; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001844455,0.0005145253,0.000347615,0.0007027452,0.0003417931,0.001344426,0.0003690367,0.0003048646,0.002012845],"category_scores_gemma":[0.01915979,0.0002192135,0.0004264968,0.0003377226,0.0005254741,0.000475757,0.001154384,0.0006143197,0.0002668656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003158522,"about_ca_system_score_gemma":0.0003698111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001628648,"about_ca_topic_score_gemma":0.001589895,"domain_scores_codex":[0.9972296,0.001020662,0.0003847699,0.0003453474,0.0008108388,0.0002086173],"domain_scores_gemma":[0.9618521,0.02461421,0.007595375,0.001428957,0.002020713,0.002488603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001031873,0.0009441368,0.9549296,0.00009055225,0.000203175,0.0003554855,0.00438046,0.0009004756,0.01637782,0.00009649593,0.0001692397,0.02052064],"study_design_scores_gemma":[0.00001047632,0.0006719781,0.9936325,0.0000105081,0.00002383371,0.0001229882,0.001160817,0.001330195,0.002764555,0.00007928246,0.0001702261,0.00002265836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995758,0.000009846911,0.0001752684,0.000005716826,0.000001014569,0.000006417837,0.00001475682,0.00000502977,0.0002060243],"genre_scores_gemma":[0.9994712,0.000007903523,0.0002432246,0.000004075573,0.00000175165,0.00002315324,0.000035532,0.000003915879,0.0002091375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002012845,"threshold_uncertainty_score":0.009754479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05641632594477584,"score_gpt":0.2573521925655582,"score_spread":0.2009358666207824,"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."}}