{"id":"W4404146537","doi":"10.1007/978-3-031-69280-2_5","title":"Exploring Chinese and Canadian Educational Practitioners’ Perceptions of Chinese Calligraphy: A Cross-Cultural Study","year":2024,"lang":"en","type":"book-chapter","venue":"Intercultural reciprocal learning in Chinese and Western education.","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Calligraphy; Perception; Cross-cultural; Psychology; Sociology; Art; Anthropology; Visual arts","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005465087,0.0004856002,0.0004646232,0.002470523,0.01358088,0.004233953,0.001326756,0.001109652,0.003163241],"category_scores_gemma":[0.009245701,0.0004132011,0.0002817027,0.00511232,0.006971935,0.00224364,0.00381546,0.002119567,0.000184471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02485905,"about_ca_system_score_gemma":0.04108489,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8583975,"about_ca_topic_score_gemma":0.9497009,"domain_scores_codex":[0.9971474,0.0007107174,0.0001068871,0.0002100244,0.0009859874,0.0008390121],"domain_scores_gemma":[0.9931597,0.002593762,0.0007374093,0.0001570537,0.001851088,0.001501067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002286861,0.00002990339,0.01597294,0.00005960365,0.000003679676,0.0001767941,0.9777746,0.00001031203,0.0002645801,0.0006207421,0.0006602049,0.004403677],"study_design_scores_gemma":[0.000002921694,0.00002207935,0.02212587,0.00006868988,0.000005820476,0.00006351587,0.9742358,0.00002651174,0.00004042685,0.00004297683,0.00335324,0.000012075],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914284,0.0004329317,0.00009252195,0.0008631374,0.00002121828,0.00003503905,0.000031184,0.00000340197,0.007092135],"genre_scores_gemma":[0.9953645,0.0007011466,0.000169216,0.0004335243,0.000005988652,0.00003743718,0.00003343659,0.000006706197,0.003247983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1416025,"threshold_uncertainty_score":0.2848728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04576320296495884,"score_gpt":0.327824345840874,"score_spread":0.2820611428759152,"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."}}