{"id":"W4392133975","doi":"10.23977/aetp.2024.080120","title":"Innovation and Data Visualization Analysis of the Course \"Introduction to Computational Thinking\" in Architecture Universities Based on \"One Flat and Three Ends\"","year":2024,"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":"Beijing University of Civil Engineering and Architecture","keywords":"Course (navigation); Visualization; Architecture; Computer science; Data science; Computer architecture; Computer graphics (images); Mathematics education; Engineering; Artificial intelligence; Psychology; Visual arts; Art","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":[0.0003585025,0.00009284788,0.0001449008,0.00232836,0.00009437224,0.00001628958,0.0004197597,0.0001569022,0.00001186484],"category_scores_gemma":[0.00008829244,0.00008465794,0.000009285597,0.004421541,0.0003770117,0.0002634794,0.0001447493,0.0002494513,6.796353e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002911091,"about_ca_system_score_gemma":0.0001534153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006888865,"about_ca_topic_score_gemma":0.0002021837,"domain_scores_codex":[0.9989982,0.0000571973,0.0002150297,0.0005124646,0.0001085641,0.0001085341],"domain_scores_gemma":[0.9991083,0.0003511086,0.00007170239,0.0003891752,0.00006694056,0.00001281501],"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":[0.00001496972,0.00007319819,0.05959708,0.00001638254,0.00003449362,4.422765e-7,0.0003311922,0.004175805,0.00005671219,0.9200297,0.00008685989,0.01558314],"study_design_scores_gemma":[0.000139931,0.00006453241,0.3605159,0.0000358076,0.00003060439,0.00001597787,0.0001345911,0.02080593,0.00002378018,0.6158156,0.002334767,0.00008258841],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5750291,0.003183924,0.1941451,0.2265113,0.0006451814,0.0002044616,0.00002950204,0.00006114699,0.0001902554],"genre_scores_gemma":[0.9839756,0.0001231964,0.01484229,0.0008750459,0.00004506652,0.00001687804,0.00009039057,0.000003717956,0.00002774899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4089466,"threshold_uncertainty_score":0.345225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02159402994431315,"score_gpt":0.388997311858063,"score_spread":0.3674032819137499,"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."}}