{"id":"W7127894277","doi":"10.1075/task.25008.bra","title":"Teacher education, tasks, and the art of communifriction","year":2025,"lang":"en","type":"article","venue":"TASK Journal on Task-Based Language Teaching and Learning","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cognition; Task (project management); Work (physics); Professional development; Empirical research; Language acquisition","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"],"consensus_categories":[],"category_scores_codex":[0.004246165,0.0001977302,0.0002972725,0.0003035344,0.002810114,0.0003888006,0.0001734228,0.00005968426,0.000201443],"category_scores_gemma":[0.00116546,0.000132759,0.0001000999,0.00005106292,0.0003031543,0.0001419554,0.0000393056,0.003581731,0.00000906874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004039834,"about_ca_system_score_gemma":0.00009919985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006185581,"about_ca_topic_score_gemma":0.00006427138,"domain_scores_codex":[0.9965858,0.002446629,0.0003666997,0.0001761242,0.0002105932,0.0002140938],"domain_scores_gemma":[0.9982312,0.001085632,0.0003435608,0.0002072659,0.00006190702,0.00007041283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005305026,0.0005273643,0.006665518,0.0002237282,0.0002520031,0.000012061,0.4082263,0.002083056,0.0006158413,0.09783605,0.01733485,0.4656927],"study_design_scores_gemma":[0.003083626,0.0003691197,0.001244911,0.001280274,0.0002184464,0.00005699642,0.2040572,0.003246297,0.00002866833,0.0005314779,0.7855067,0.0003763343],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9040756,0.005516819,0.001301133,0.004790961,0.0004701953,0.0001680427,0.000003138104,0.0001368363,0.08353733],"genre_scores_gemma":[0.9745292,0.00004340837,0.0002395271,0.00153696,0.0003979312,0.000006511297,0.00001745948,0.00002221842,0.02320675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7681718,"threshold_uncertainty_score":0.9987171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007293646803978489,"score_gpt":0.2546477211071278,"score_spread":0.2473540743031493,"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."}}