{"id":"W4402990206","doi":"10.23977/aetp.2024.080527","title":"Study on the Practical Path of Digitization in Chinese Excellent Traditional Culture Education","year":2024,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digitization; Path (computing); Sociology; Mathematics education; Computer science; Telecommunications; Psychology; Computer network","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":[0.001426917,0.0001590902,0.0001143088,0.001142279,0.003046924,0.002137626,0.0004961872,0.0004968996,0.007289671],"category_scores_gemma":[0.002994225,0.0001580777,0.0001937284,0.002447254,0.001860542,0.002613334,0.001173537,0.0009144943,0.0001869126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004960724,"about_ca_system_score_gemma":0.00783487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02361928,"about_ca_topic_score_gemma":0.04126002,"domain_scores_codex":[0.9993218,0.0002042588,0.00003792216,0.00008263527,0.0001728014,0.0001805153],"domain_scores_gemma":[0.9987209,0.0005827782,0.0001671766,0.00006623527,0.000248452,0.0002144088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001071721,0.0008170229,0.2566754,0.0005529284,0.00002060806,0.003804435,0.4891094,0.0005376174,0.002492893,0.1023401,0.004928724,0.1386138],"study_design_scores_gemma":[0.00003136406,0.0002400141,0.307188,0.0003751143,0.00005981549,0.0007048866,0.6283036,0.001586644,0.002000409,0.005994954,0.05347482,0.00004039811],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703667,0.0002770395,0.0005256899,0.001488544,0.00001780872,0.00009828587,0.00003038022,0.000003625699,0.02719204],"genre_scores_gemma":[0.9945139,0.0005056048,0.0003751827,0.0001215341,0.000006336443,0.00002806787,0.00002218971,0.000001534833,0.004425677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02361928,"threshold_uncertainty_score":0.04696363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02017011928906302,"score_gpt":0.3794365104229699,"score_spread":0.3592663911339069,"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."}}