{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001223926,0.000322789,0.0001802673,0.0007947717,0.003704302,0.005785148,0.0005731374,0.0008431865,0.006531764],"category_scores_gemma":[0.0009961141,0.0001853462,0.0002258281,0.000692949,0.03042714,0.002140463,0.003901586,0.001148894,0.0007684621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002937948,"about_ca_system_score_gemma":0.0009446155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002317359,"about_ca_topic_score_gemma":0.005221684,"domain_scores_codex":[0.9985716,0.0008606537,0.00004080213,0.0001775737,0.0001526306,0.0001967072],"domain_scores_gemma":[0.9995186,0.0001358107,0.0000622563,0.0001218712,0.00006141281,0.0001000905],"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":[0.00002186876,0.00001137067,0.0007137218,0.00004681778,0.00000367914,0.00008061092,0.01427508,0.0002290503,0.0002868703,0.9656961,0.00299876,0.01563609],"study_design_scores_gemma":[0.00002065165,0.00008736149,0.004756054,0.0002060124,0.00001531697,0.0005273549,0.02726021,0.0007700077,0.0009484164,0.3826355,0.5827401,0.00003294111],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1094241,0.005732987,0.03061147,0.01609598,0.0006012968,0.00004184572,0.00006669272,0.0001849695,0.8372406],"genre_scores_gemma":[0.9587009,0.001273627,0.00425935,0.0008957515,0.0001436321,0.00003328424,0.00002679976,0.00008022767,0.03458644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006531764,"threshold_uncertainty_score":0.02185094,"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."}}