{"id":"W4210824230","doi":"10.1515/cercles-2021-2025","title":"Investigating teaching assistants’ participation in a simulated meeting in a United States University English course","year":2021,"lang":"en","type":"article","venue":"Language Learning in Higher Education","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Situated; Pedagogy; Psychology; Higher education; Situated learning; Teaching method; English for academic purposes; Faculty development; Qualitative research; Medical education; Mathematics education; Professional development; Sociology; Medicine; Political science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006970463,0.0003821292,0.0003428129,0.000970141,0.004864672,0.004331039,0.001554814,0.001677957,0.003699166],"category_scores_gemma":[0.02408658,0.0005027878,0.0004630011,0.0003536041,0.002030602,0.001121458,0.004151253,0.001869684,0.001009292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002246446,"about_ca_system_score_gemma":0.002754536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004853738,"about_ca_topic_score_gemma":0.01116623,"domain_scores_codex":[0.9930437,0.004959006,0.0002525416,0.0003885831,0.0006168782,0.00073938],"domain_scores_gemma":[0.9797091,0.01020371,0.002621911,0.0007031907,0.002617701,0.004144291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000444739,0.001657047,0.07849608,0.0001940651,0.00003707829,0.003639206,0.8861297,0.0004878775,0.003743347,0.0005872272,0.001850189,0.02273336],"study_design_scores_gemma":[0.00003353474,0.001272857,0.02930569,0.000119817,0.00002150752,0.0007004248,0.9548417,0.001353491,0.001297224,0.0002753818,0.01072595,0.00005240769],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976732,0.00002507543,0.0004701797,0.0002293982,0.00001752089,0.00004664891,0.00002222351,0.00001190804,0.001503905],"genre_scores_gemma":[0.9978242,0.00005682297,0.0006796877,0.0001367778,0.00001178478,0.00008131863,0.00002707972,0.000006887323,0.001175435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006970463,"threshold_uncertainty_score":0.0368638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02718808277229588,"score_gpt":0.2952321911537935,"score_spread":0.2680441083814976,"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."}}