{"id":"W3022213549","doi":"10.4018/ijose.2020070104","title":"Sustainable Urban Development","year":2020,"lang":"en","type":"article","venue":"International Journal of Strategic Engineering","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban planning; Comparability; Sustainable development; Environmental planning; Business; Political science; Geography; Civil engineering; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001038799,0.0001175615,0.0001404995,0.00009830247,0.00001624288,0.00008440255,0.0003021212,0.00004383506,0.0001037371],"category_scores_gemma":[0.00003885981,0.0001113502,0.00006235238,0.0001036328,0.00000916364,0.0003182566,0.00002533361,0.0002392032,0.00000430348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002174665,"about_ca_system_score_gemma":0.00009831254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001248485,"about_ca_topic_score_gemma":1.58597e-7,"domain_scores_codex":[0.9991043,0.000004534376,0.000368174,0.00006504084,0.0002770092,0.0001809438],"domain_scores_gemma":[0.9994575,0.00002201364,0.00005046212,0.00004414205,0.0002968129,0.0001290439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006056696,0.00003543993,0.001275634,0.0003266828,0.0007415009,0.001013186,0.004134086,0.9418635,0.0105716,0.03399298,0.003551924,0.002432843],"study_design_scores_gemma":[0.00504738,0.0006672592,0.01135549,0.0003103131,0.0001153866,0.001075069,0.02022331,0.3206589,0.05561749,0.01620309,0.5664225,0.00230381],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8964474,0.0007240867,0.08773073,0.0006779684,0.001261083,0.00009773538,0.000001771934,0.0001927689,0.01286651],"genre_scores_gemma":[0.9959211,0.00001684619,0.003416119,0.00006385967,0.0005237499,0.000001177889,0.000001743929,0.00001720535,0.00003817126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6212047,"threshold_uncertainty_score":0.454073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01327868835415535,"score_gpt":0.2056889690647407,"score_spread":0.1924102807105853,"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."}}