{"id":"W3185341910","doi":"10.23977/aetp.2021.54018","title":"Application of Information Technology in Basic German Teaching Reform","year":2021,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"German; Information technology; Teaching method; Computer science; Foreign language teaching; Foreign language; Mathematics education; Psychology; Linguistics; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003273915,0.0001286435,0.0002237851,0.002024509,0.00007769412,0.000007164417,0.0006214673,0.0004656924,0.00001716083],"category_scores_gemma":[0.0002201818,0.0001420027,0.00001952473,0.002036698,0.0003822123,0.000881568,0.0001548273,0.0006127937,0.00001946539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008213861,"about_ca_system_score_gemma":0.000208426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001430298,"about_ca_topic_score_gemma":0.00009038044,"domain_scores_codex":[0.9987323,0.00005676075,0.0004908428,0.0003835275,0.0000858018,0.0002508193],"domain_scores_gemma":[0.9989375,0.0001381969,0.0002086281,0.0005748533,0.0001173078,0.00002350975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005315851,0.0001614889,0.08509971,0.00001696505,0.000003912241,0.000001413628,0.0001936727,0.000004578049,0.0007917289,0.8155188,0.00001761854,0.09818482],"study_design_scores_gemma":[0.000360636,0.00005199395,0.07011776,0.00002686673,0.000001883528,0.0002398876,0.0003739359,0.0001530719,0.001713658,0.9067444,0.02008399,0.0001318589],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5838364,0.01336605,0.1462717,0.2352398,0.001142001,0.000393551,0.000008187994,0.0002601875,0.01948209],"genre_scores_gemma":[0.9514576,0.001018852,0.04653257,0.0007253218,0.00002057648,0.0001787131,0.00002736403,0.000004300025,0.00003475759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3676211,"threshold_uncertainty_score":0.5790704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009862103917545172,"score_gpt":0.3700501386217776,"score_spread":0.3601880347042324,"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."}}