{"id":"W4401384917","doi":"10.1007/7854_2024_512","title":"Advancing Population Health Through Open Environmental Data Platforms","year":2024,"lang":"en","type":"review","venue":"Current topics in behavioral neurosciences","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; McGill University Health Centre; Public Health Ontario; University of Toronto","funders":"","keywords":"Data science; Population health; Open data; Computer science; Population; World Wide Web; Environmental health; Medicine","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":[0.0006667108,0.0004236005,0.0009197306,0.0001062532,0.0002817169,0.0003056963,0.002473485,0.0001239709,0.0002860076],"category_scores_gemma":[0.00002527029,0.0003166315,0.00009324263,0.0006073428,0.0001815445,0.001588373,0.003744635,0.0006995346,0.0002369102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008339388,"about_ca_system_score_gemma":0.0001028201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001113481,"about_ca_topic_score_gemma":0.00126449,"domain_scores_codex":[0.9963843,0.00008254624,0.0008904777,0.001283827,0.0005730621,0.0007857811],"domain_scores_gemma":[0.9984809,0.00003017522,0.0003842699,0.0008716417,9.438932e-7,0.0002320858],"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":[7.818717e-7,0.0002017816,0.003596886,0.00121357,3.893401e-7,0.00001214042,0.0001753931,0.000001568882,2.166907e-7,0.00002399288,0.003939512,0.9908338],"study_design_scores_gemma":[0.00007322817,0.0001301296,0.00135867,0.003771813,0.00006352166,0.00002056203,0.00004532803,0.00005929911,9.288001e-8,0.0003716718,0.9937636,0.000342076],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002075812,0.9902248,0.00000373885,0.000192078,0.005014384,0.001760969,0.0005921523,0.00004438179,0.00009165202],"genre_scores_gemma":[0.0001523405,0.9979495,0.0001952483,0.0001665349,0.0001884223,0.00006767168,0.00106968,0.00003388536,0.0001767409],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9904917,"threshold_uncertainty_score":0.9999286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4809626430331507,"score_gpt":0.5382790553125262,"score_spread":0.05731641227937545,"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."}}