{"id":"W4402688950","doi":"10.29173/topo53","title":"Fostering Social Equity in Planning and Urban Design with Children","year":2024,"lang":"en","type":"article","venue":"Topophilia","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Equity (law); Social equality; Environmental planning; Business; Psychology; Political science; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002910856,0.00005126994,0.0000639268,0.00003588152,0.0001928644,0.00009790336,0.00007415136,0.00002839796,0.00006471894],"category_scores_gemma":[0.000009563299,0.0000431495,0.00001094474,0.00008026491,0.00008832038,0.000111061,0.00009365878,0.00006928771,0.000007012944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007361035,"about_ca_system_score_gemma":0.0000483816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002076534,"about_ca_topic_score_gemma":0.00005764884,"domain_scores_codex":[0.9994398,0.0000385884,0.0000644337,0.0001311061,0.0001809279,0.0001451075],"domain_scores_gemma":[0.9998769,0.00004838846,0.00001028949,0.0000296447,0.000002520678,0.00003231028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001906896,0.00005203871,0.8273768,0.0000197651,0.00004145399,0.00002081665,0.1044469,0.00004505474,0.00003814827,0.04374748,0.002039858,0.02215253],"study_design_scores_gemma":[0.0001222408,0.00002539345,0.9901975,0.00004237833,0.000009313859,0.000001363033,0.002208618,0.00001987711,0.000005139755,0.004146228,0.003110494,0.0001114876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685346,0.000845473,0.000174385,0.003187326,0.0001514599,0.000204276,0.000002472474,0.00004790851,0.02685207],"genre_scores_gemma":[0.9982009,0.00001626597,0.000175959,0.00007794028,0.0002186896,0.000008463275,0.000001422381,0.000005302312,0.001295066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1628206,"threshold_uncertainty_score":0.1759585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1127733881260253,"score_gpt":0.4195438228144253,"score_spread":0.3067704346884,"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."}}