{"id":"W4400420477","doi":"10.1344/der.2024.45.222-231","title":"Foreign Language Teacher's Attitudes Towards a Pre-designed Language Learning System","year":2024,"lang":"en","type":"article","venue":"Digital Education Review","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidad de Playa Ancha","keywords":"Foreign language; Mathematics education; Psychology; Language assessment; Pedagogy; Linguistics; Philosophy","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":[0.0032379,0.00007199992,0.000198273,0.0005040118,0.0003209325,0.0008522865,0.000199506,0.0003787365,0.001287346],"category_scores_gemma":[0.007923581,0.0001020628,0.000162684,0.0005182795,0.0004226144,0.0006625092,0.0003455285,0.0005586513,0.0002636698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00116677,"about_ca_system_score_gemma":0.001557533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005625758,"about_ca_topic_score_gemma":0.01268625,"domain_scores_codex":[0.9982435,0.0009424926,0.0001511353,0.0001089138,0.0004598878,0.00009404209],"domain_scores_gemma":[0.993713,0.003742499,0.0007443764,0.0001122369,0.00141976,0.0002681096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004670941,0.001136338,0.1844939,0.01301917,0.0001483941,0.002622712,0.1177176,0.0005105836,0.02017294,0.002132874,0.006559404,0.651019],"study_design_scores_gemma":[0.00008354193,0.005775985,0.4907942,0.009032964,0.0003564168,0.003987196,0.1859755,0.0003520747,0.01099968,0.0003321841,0.2921971,0.0001131283],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9399022,0.0362764,0.0009615585,0.003051276,0.0001034115,0.0001127157,0.00006342978,0.00001846318,0.0195106],"genre_scores_gemma":[0.964873,0.02907521,0.0006560707,0.0007710378,0.0000312419,0.00005325181,0.00004477855,0.000005833334,0.004489526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005625758,"threshold_uncertainty_score":0.01712388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.019111261522869,"score_gpt":0.3112959598100348,"score_spread":0.2921846982871658,"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."}}