{"id":"W4389917219","doi":"10.1007/s11524-023-00798-9","title":"How to Achieve a Healthy City: a Scoping Review with Ten City Examples","year":2023,"lang":"en","type":"review","venue":"Journal of Urban Health","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Government (linguistics); Local government; City management; Health care; Public health; Urban planning; Public relations; Business; Geography; Economic growth; Public administration; Political science; Regional science; Medicine; Nursing; Engineering; Civil 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008137148,0.0004923269,0.0043907,0.0004426095,0.0007209149,0.0002537438,0.00107561,0.0002452042,0.00006950994],"category_scores_gemma":[0.0006884323,0.0003337626,0.0007767663,0.002140881,0.0001839531,0.0004648567,0.00006179121,0.001270379,0.0000137383],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034413,"about_ca_system_score_gemma":0.01507253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001787425,"about_ca_topic_score_gemma":0.01474323,"domain_scores_codex":[0.9934971,0.001289626,0.00220795,0.000555357,0.001454628,0.0009953139],"domain_scores_gemma":[0.9934354,0.0006072277,0.003684662,0.0004992309,0.0004292304,0.001344195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007552123,0.0001657395,0.002871065,0.3743562,0.0002255164,0.0001002983,0.00209226,1.03079e-7,3.633894e-9,0.0001364848,0.02504257,0.5949342],"study_design_scores_gemma":[0.0001156748,0.0005627516,0.0001420684,0.3883204,0.0002667684,0.00001154513,0.0001275794,1.714707e-8,4.353723e-9,0.00004249237,0.6101758,0.0002349035],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000312423,0.9781737,0.0001718352,0.01738651,0.0005567088,0.003359282,0.00005714802,0.00007091518,0.0001926237],"genre_scores_gemma":[0.00001554726,0.9941908,0.0007545996,0.002425454,0.001701063,0.00005262341,0.00001526908,0.00006563754,0.0007789987],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5946993,"threshold_uncertainty_score":0.9999114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2317811474754868,"score_gpt":0.4554487807571342,"score_spread":0.2236676332816474,"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."}}