{"id":"W4386939583","doi":"10.23977/aetp.2023.071206","title":"New vision on calligraphy general education of college students from the perspective of anthropology","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Calligraphy; Perspective (graphical); Context (archaeology); Soul; Aesthetics; Beauty; Elite; Sociology; China; Psychology; Mathematics education; Art; Epistemology; Visual arts; History; Philosophy; Political science; Painting; Politics","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":[0.001005897,0.0003666034,0.0001724219,0.001479927,0.003305224,0.004973968,0.0005461999,0.001288531,0.003969537],"category_scores_gemma":[0.0009247137,0.0001445628,0.000200759,0.0009148621,0.00571363,0.003857789,0.0033229,0.002110712,0.000186664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002511466,"about_ca_system_score_gemma":0.003852982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006241901,"about_ca_topic_score_gemma":0.01323675,"domain_scores_codex":[0.99942,0.0002301062,0.00001853143,0.00009564054,0.00009276716,0.0001428432],"domain_scores_gemma":[0.9993805,0.0001283599,0.00007724077,0.00005131482,0.00009244378,0.0002701996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008673649,0.0005784172,0.05775359,0.0008850134,0.00002167262,0.001339194,0.2854171,0.0002249932,0.006105442,0.28533,0.03077802,0.3314798],"study_design_scores_gemma":[0.000013916,0.0001551335,0.1084885,0.0009833784,0.00005259212,0.0008903967,0.4526468,0.0005777733,0.001434643,0.05785463,0.3768508,0.00005150834],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5870959,0.01854792,0.00943408,0.1039624,0.00168396,0.0001035397,0.00007854965,0.0001824919,0.2789112],"genre_scores_gemma":[0.980124,0.003542031,0.001395753,0.002720766,0.0002267923,0.00002595366,0.00002511764,0.00001320059,0.01192636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006241901,"threshold_uncertainty_score":0.01822209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01398470060958418,"score_gpt":0.4248793720796158,"score_spread":0.4108946714700317,"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."}}