{"id":"W4408537384","doi":"10.23977/aetp.2025.090114","title":"Construction and implementation of class-based curriculum based on local cultural resources","year":2025,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class (philosophy); Curriculum; Computer science; Mathematics education; Sociology; Business; Pedagogy; Artificial intelligence; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008293272,0.0004109933,0.0003258472,0.0007386731,0.000908205,0.0009304654,0.001392582,0.0004221828,0.005079099],"category_scores_gemma":[0.001931577,0.0001876845,0.0003367152,0.0004635884,0.0003003674,0.0007230407,0.001465838,0.0005302487,0.0007191025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001207619,"about_ca_system_score_gemma":0.003880202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002910764,"about_ca_topic_score_gemma":0.006479969,"domain_scores_codex":[0.9994361,0.0001284034,0.00003656588,0.0001246017,0.0001257906,0.0001484779],"domain_scores_gemma":[0.9993091,0.00009779695,0.00008088922,0.00007397083,0.000149519,0.0002887856],"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":[0.0003039757,0.0168999,0.03718774,0.001411362,0.00004753763,0.0005004084,0.01259601,0.004381544,0.03475172,0.009800062,0.00875388,0.8733659],"study_design_scores_gemma":[0.000826032,0.01118506,0.568413,0.001753472,0.0004610847,0.000570585,0.03762247,0.03023569,0.06671175,0.01180804,0.2701726,0.0002402222],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.93639,0.0001959168,0.02861033,0.000484314,0.0001094178,0.00423373,0.0002130912,0.0007236374,0.02903957],"genre_scores_gemma":[0.8672709,0.0002893777,0.1181067,0.0000882505,0.00002602455,0.001969433,0.0003809581,0.00005061892,0.0118177],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.005079099,"threshold_uncertainty_score":0.01699126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01259124572009114,"score_gpt":0.4315148918243021,"score_spread":0.418923646104211,"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."}}