{"id":"W1638910307","doi":"10.3968/5939","title":"Calligraphy and Culture Cultivation","year":2014,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Calligraphy; Enthusiasm; Panacea (medicine); Modernization theory; Aesthetics; Perspective (graphical); Chinese culture; Sociology; History; Literature; Political science; Art; Visual arts; Psychology; Law; Art history; Social psychology; China","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":[0.0001711361,0.00004513293,0.00005568529,0.00006817527,0.0001492732,0.00009798187,0.0003090312,0.00002205337,0.000005537629],"category_scores_gemma":[0.00003065923,0.0000379446,0.00001563948,0.0006564604,0.0002666783,0.0007191346,0.00005776928,0.00002929368,0.000006946111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001426496,"about_ca_system_score_gemma":0.00008827581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009264729,"about_ca_topic_score_gemma":1.156975e-7,"domain_scores_codex":[0.9993742,0.00001303047,0.00008664674,0.0001741342,0.0002483211,0.0001037045],"domain_scores_gemma":[0.9996178,0.00001595401,0.00006085708,0.00008859707,0.000151277,0.00006554899],"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":[3.306983e-7,0.00004469429,0.001161777,0.000004680857,5.250032e-7,6.880177e-9,0.002057765,4.431495e-8,0.005118669,0.969407,0.001331282,0.02087324],"study_design_scores_gemma":[0.00009923484,0.0000790247,0.7105156,0.00001555725,0.000002278958,6.973698e-7,0.00009180625,0.0001017787,0.006470379,0.04929073,0.2331973,0.0001356554],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3333315,0.0001136587,0.01505443,0.004827109,0.00309937,0.0002551941,0.000001356942,0.0001555138,0.6431618],"genre_scores_gemma":[0.9946865,0.000002088287,0.002767858,0.0003776752,0.0001083055,0.000005468885,6.25157e-7,0.000001287518,0.002050237],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9201162,"threshold_uncertainty_score":0.1547336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01341806059658704,"score_gpt":0.307743159576392,"score_spread":0.2943250989798049,"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."}}