{"id":"W2904721508","doi":"10.2495/sdp180171","title":"LIVEABLE AND HEALTHY CITY DESIGN","year":2018,"lang":"en","type":"article","venue":"WIT transactions on ecology and the environment","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Happiness; Attractiveness; Architectural engineering; Quality (philosophy); Urban planning; Business; Ranking (information retrieval); Computer science; Public relations; Environmental planning; Marketing; Environmental economics; Psychology; Geography; Engineering; Civil engineering; Political science; Social psychology; Economics; Artificial intelligence","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":[0.0001513125,0.00007469256,0.0001079378,0.00003096276,0.0002358079,0.000007033535,0.00003428145,0.00005257976,0.0005306709],"category_scores_gemma":[0.000001072554,0.00005330472,0.00002180118,0.00002939961,0.0002835092,0.00002531758,0.000001582516,0.00009935501,0.00005846965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002391287,"about_ca_system_score_gemma":0.00000249895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001854278,"about_ca_topic_score_gemma":0.00005930338,"domain_scores_codex":[0.9996009,0.00006094321,0.0000823845,0.0001032754,0.00003677023,0.0001157026],"domain_scores_gemma":[0.9997481,0.00009933017,0.00000955053,0.00009739813,0.000001731275,0.00004393962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005906533,0.002343968,0.01227045,0.0002184767,0.006436795,0.00004839871,0.02034496,0.6014381,0.00560486,0.009421759,0.00555149,0.3304142],"study_design_scores_gemma":[0.009865327,0.004078018,0.07427789,0.00002450565,0.001170887,0.00007064106,0.0005039618,0.8588473,0.008939901,0.01256021,0.02854816,0.001113176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0909958,0.0003071424,0.9066558,0.0008877499,0.0001039331,0.0002087335,0.000003045657,0.00004798113,0.0007897709],"genre_scores_gemma":[0.997647,0.0008558085,0.0006324146,0.0003269227,0.00001955269,0.00003403735,3.452331e-7,0.000006509531,0.0004773821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9066513,"threshold_uncertainty_score":0.5810474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01087495549689893,"score_gpt":0.1707058623788167,"score_spread":0.1598309068819178,"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."}}