{"id":"W4414854921","doi":"10.12688/f1000research.154294.2","title":"The emergence of a modern paradigm for urban health","year":2025,"lang":"en","type":"article","venue":"F1000Research","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Population health; Health policy; Health care; Discipline; Urban planning; Population; Conceptual framework; Public health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01445467,0.0005925326,0.0006795161,0.001863631,0.005992233,0.0127338,0.002573547,0.006546682,0.01016218],"category_scores_gemma":[0.008791209,0.0004049253,0.0009235576,0.002029011,0.07309353,0.01466407,0.01028524,0.009858589,0.00188448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01584706,"about_ca_system_score_gemma":0.01299159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01118896,"about_ca_topic_score_gemma":0.01144472,"domain_scores_codex":[0.9906992,0.005738625,0.0002501711,0.001201089,0.001369876,0.0007411267],"domain_scores_gemma":[0.9904768,0.005047831,0.0005592869,0.001420172,0.001530324,0.0009654884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004071753,0.000004219699,0.0001225835,0.00006396149,0.000002322328,0.00001749957,0.002243218,0.000146926,0.00004043028,0.9866744,0.005697616,0.00498277],"study_design_scores_gemma":[0.0000047249,0.00001135487,0.0002426478,0.0002021063,0.000002059681,0.00005388362,0.002352899,0.0004326862,0.00005841007,0.8217362,0.17489,0.00001310856],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009566977,0.01926163,0.1070651,0.5937755,0.003973098,0.000124266,0.0002955692,0.000228762,0.2657091],"genre_scores_gemma":[0.7659025,0.02770005,0.0799821,0.08737111,0.006943654,0.0007251303,0.0003786164,0.0003368033,0.03066009],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01584706,"threshold_uncertainty_score":0.114979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1241084567253716,"score_gpt":0.4411857657422723,"score_spread":0.3170773090169007,"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."}}