{"id":"W4409603817","doi":"10.61091/jcmcc127b-154","title":"Study on the Relevance of Jiangnan Garden Design Elements and Aesthetic Context Based on Visual Recognition","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relevance (law); Context (archaeology); Aesthetics; Psychology; Art; History; Political science; Archaeology","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":[0.0006605469,0.0003104006,0.0002626016,0.001334336,0.0002768042,0.0008032546,0.0002890253,0.0002351784,0.001254494],"category_scores_gemma":[0.002827134,0.0001391273,0.0004074535,0.00100141,0.0004184154,0.001041588,0.0006052001,0.0002976476,0.000142884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005308494,"about_ca_system_score_gemma":0.0003651227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004517962,"about_ca_topic_score_gemma":0.00784768,"domain_scores_codex":[0.9995054,0.0001012272,0.00002236272,0.0001514016,0.0001753885,0.00004413632],"domain_scores_gemma":[0.9991948,0.0002827901,0.0001166953,0.0001108136,0.0002473844,0.00004751452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007952386,0.0003060102,0.2212176,0.0005570376,0.0002054301,0.0003591419,0.002319262,0.02112588,0.1242,0.007177565,0.002581138,0.6191557],"study_design_scores_gemma":[0.00003233968,0.0005012026,0.6662971,0.00006414697,0.0002381727,0.0005244602,0.002683241,0.2781657,0.04084045,0.004297525,0.006261676,0.00009381528],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9442424,0.0002787739,0.04853883,0.00008754235,0.0000208816,0.00006483105,0.0001755123,0.0001761079,0.006415057],"genre_scores_gemma":[0.9879153,0.00008068212,0.01127982,0.00001262155,0.000005059053,0.00001719225,0.000145726,0.00001308582,0.0005305586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004517962,"threshold_uncertainty_score":0.008983374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04842588010305422,"score_gpt":0.3340487491667788,"score_spread":0.2856228690637246,"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."}}