{"id":"W2946104077","doi":"10.3968/11044","title":"To Promote the Education of Digital Media Art Through Design Contest","year":2019,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CONTEST; Mathematics education; Multimedia; Computer science; Psychology; Political science","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":[0.0003050696,0.0000828856,0.0001197662,0.00007029408,0.0001010434,0.0001801915,0.001068612,0.00002604418,0.0000412805],"category_scores_gemma":[0.0001209898,0.0000615083,0.00003766508,0.001161529,0.0003037056,0.001552694,0.0001378599,0.00004791963,0.0002420322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005678679,"about_ca_system_score_gemma":0.001366306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001168734,"about_ca_topic_score_gemma":1.569351e-7,"domain_scores_codex":[0.9987623,0.00002019797,0.0002166523,0.0002643905,0.0005492978,0.0001871694],"domain_scores_gemma":[0.9989677,0.0001020376,0.0001561804,0.0002903264,0.000401295,0.00008245955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000475967,0.0004623905,0.0009229304,0.00001229026,0.000002971305,2.800096e-8,0.01235521,0.000001783541,0.00679604,0.9411858,0.007850377,0.03040539],"study_design_scores_gemma":[0.0003856416,0.0007517589,0.4103675,0.0002337777,0.00001712571,0.000005429897,0.002353088,0.0001118393,0.05722693,0.09436037,0.4335196,0.0006669728],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3818692,0.00009558249,0.01080071,0.009561084,0.01025223,0.001606661,0.000009638723,0.00009947096,0.5857055],"genre_scores_gemma":[0.990163,9.576171e-7,0.003489562,0.0004874619,0.0001411426,0.00002511639,0.000002100302,0.000004129618,0.005686502],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8468255,"threshold_uncertainty_score":0.3110915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03678032025862331,"score_gpt":0.3296153789487412,"score_spread":0.2928350586901178,"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."}}