{"id":"W4410857879","doi":"10.1016/j.scs.2025.106491","title":"Environmental and health monitoring in smart cities: A systematic review of trends, opportunities, and challenges","year":2025,"lang":"en","type":"review","venue":"Sustainable Cities and Society","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Social Innovation","funders":"Korea Health Industry Development Institute","keywords":"Environmental planning; Engineering; Environmental resource management; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001704366,0.0003705172,0.001961997,0.0000731932,0.0002581568,0.00004049751,0.000130098,0.0001708634,0.00002758551],"category_scores_gemma":[0.00003628503,0.0003235855,0.0001937515,0.0001346034,0.0003991703,0.0001514881,0.0004842737,0.0002616994,2.629826e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005242239,"about_ca_system_score_gemma":0.00009226317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004538628,"about_ca_topic_score_gemma":0.000003145318,"domain_scores_codex":[0.9977689,0.0002628864,0.0008319754,0.0004194859,0.0002520536,0.0004646636],"domain_scores_gemma":[0.9989703,0.000227919,0.0004299585,0.0002388167,0.000006153891,0.0001268951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[3.763623e-7,0.00001254046,0.00007412831,0.8440418,0.00004262535,0.000004943129,0.003333392,8.631276e-8,4.146442e-9,0.0002647272,0.0001564477,0.1520689],"study_design_scores_gemma":[0.0001677939,0.0001040862,0.000185393,0.6819917,0.0003661675,0.0000274977,0.1636512,0.000006736867,6.654521e-8,0.0001029052,0.1529626,0.0004338946],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007099503,0.9980251,0.000001476418,0.0002159562,0.00005084595,0.0007162421,0.00003632981,0.00001769639,0.0008653622],"genre_scores_gemma":[0.0001287539,0.9938595,0.0000820025,0.0000573644,0.00003475295,0.0001564563,0.00001910243,0.00002159708,0.00564043],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1620501,"threshold_uncertainty_score":0.9999216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08572281245397437,"score_gpt":0.3118350416579924,"score_spread":0.226112229204018,"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."}}