{"id":"W4406781753","doi":"10.53910/26531313-e2024842704","title":"Body Conscious Design and Urbanism","year":2025,"lang":"en","type":"article","venue":"Ekistics and the new habitat","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Arts Council","funders":"","keywords":"Urbanism; New Urbanism; Sociology; Art; Architecture; Visual arts","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001805275,0.00007780256,0.0001120646,0.00003026852,0.0001125873,0.0002772335,0.0002146851,0.00002263096,9.341495e-7],"category_scores_gemma":[0.0001456085,0.00004910377,0.00001710038,0.00009481254,0.0001704188,0.00008524417,0.0001927712,0.00005859939,0.00001172789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000446625,"about_ca_system_score_gemma":0.00005414047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001163231,"about_ca_topic_score_gemma":0.00000261041,"domain_scores_codex":[0.9995003,0.00003515269,0.00009673584,0.000160755,0.00007923689,0.0001278603],"domain_scores_gemma":[0.9990816,0.0006222838,0.00002096631,0.0001741743,0.00002288493,0.00007807943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001196072,0.00001142918,0.0000987191,0.000006229694,0.00001188988,0.000005517084,0.0002411416,0.000001678483,0.00003336851,0.9671385,0.01313796,0.01930165],"study_design_scores_gemma":[0.001569145,0.0001254376,0.001077944,0.00003555744,0.00002289707,0.00001814851,0.00002094862,0.03786193,0.0002832106,0.8948261,0.06402102,0.0001376509],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001961606,0.001087152,0.9707947,0.006540915,0.0006085295,0.0001976378,0.000001049022,0.00005479204,0.01875357],"genre_scores_gemma":[0.9799416,0.00009180587,0.01335992,0.001733233,0.00004967214,0.000005828839,4.07459e-7,0.000003852211,0.004813643],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.97798,"threshold_uncertainty_score":0.2673368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008634473854629643,"score_gpt":0.2428844249468067,"score_spread":0.2342499510921771,"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."}}