{"id":"W7128056979","doi":"10.31039/plic.2024.12.269","title":"Urban evolution: streamlining development for convenience and affordability","year":2024,"lang":"","type":"article","venue":"Proceedings of London International Conferences","topic":"Urban Planning and Landscape Design","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban sprawl; Inefficiency; Land use; Urban planning; Work (physics); Urbanization","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004395946,0.000237093,0.0001562089,0.0004710131,0.001988266,0.003217536,0.0005300028,0.0005455322,0.005966983],"category_scores_gemma":[0.0007591691,0.0001591677,0.0002210093,0.0007364581,0.003289952,0.002627487,0.003498093,0.0007915738,0.0006702091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002655102,"about_ca_system_score_gemma":0.002624521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01279176,"about_ca_topic_score_gemma":0.05536009,"domain_scores_codex":[0.9995846,0.0001731664,0.00001296335,0.00004678381,0.0000783542,0.0001040342],"domain_scores_gemma":[0.999764,0.00003067421,0.00003008255,0.00003527412,0.00006628902,0.00007373068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007439039,0.0001214878,0.01826566,0.0002851604,0.0000248739,0.000477237,0.01526494,0.006837327,0.003889095,0.6623706,0.02021126,0.2721779],"study_design_scores_gemma":[0.00001578334,0.000159701,0.02239059,0.0002276918,0.00003158476,0.0003664141,0.02633017,0.003339464,0.002097292,0.09601565,0.8489944,0.00003129023],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.311299,0.003962236,0.07761672,0.02647042,0.0004762587,0.0002240089,0.0001977451,0.0006063962,0.5791472],"genre_scores_gemma":[0.931659,0.002241966,0.02910065,0.0007485028,0.00005962343,0.00006850648,0.0000714536,0.000193552,0.03585673],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01279176,"threshold_uncertainty_score":0.02543461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02253864905666792,"score_gpt":0.2547537282945619,"score_spread":0.232215079237894,"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."}}