{"id":"W1853423378","doi":"10.3968/3579","title":"Study on Teaching Method Innovation of Art Design Basic Courses","year":2013,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Key (lock); Computer science; Quality (philosophy); Mathematics education; Teaching method; Engineering management; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001007474,0.00007076855,0.0001151659,0.0002482576,0.000157408,0.0001054721,0.0006036645,0.00002055501,0.00003810562],"category_scores_gemma":[0.0001273094,0.00006177619,0.00001871706,0.001373442,0.0001550663,0.001094882,0.00007259718,0.00006791578,0.00006767915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004711463,"about_ca_system_score_gemma":0.0003918722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002082527,"about_ca_topic_score_gemma":4.47845e-8,"domain_scores_codex":[0.9987392,0.00009910644,0.0002432889,0.0002335744,0.0005404979,0.0001443554],"domain_scores_gemma":[0.9990138,0.0001338558,0.0002073921,0.0001839296,0.0004193685,0.00004162166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001727825,0.001116326,0.001508061,0.000005260641,0.000003671098,5.510048e-8,0.005643802,0.000003985711,0.01387446,0.9327793,0.004278746,0.04078458],"study_design_scores_gemma":[0.0002434547,0.0008193557,0.9414124,0.00004195124,0.000007680159,7.126775e-7,0.002187109,0.0001961239,0.02737687,0.02286947,0.004616998,0.0002278099],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.71377,0.000007369958,0.08875755,0.002053651,0.002614783,0.0009491239,8.031124e-7,0.0000853415,0.1917614],"genre_scores_gemma":[0.9813238,1.058262e-7,0.01631681,0.000242501,0.00007428696,0.00003717192,4.448269e-7,0.000002985305,0.002001852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9399044,"threshold_uncertainty_score":0.251916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07496401165820193,"score_gpt":0.4103070235667981,"score_spread":0.3353430119085962,"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."}}