{"id":"W4387901695","doi":"10.1093/eurpub/ckad160.574","title":"Public health monitoring of behavioural risk factors in USA: An exploratory study","year":2023,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Human Mobility and Location-Based Analysis","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Pandemic; Environmental health; Public health; Population; Behavioral Risk Factor Surveillance System; Computer science; Business; Gerontology; Medicine; Coronavirus disease 2019 (COVID-19)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009622176,0.0002430138,0.0002840482,0.001202584,0.000849431,0.0005519584,0.0004904173,0.0005689266,0.001030521],"category_scores_gemma":[0.002475996,0.000233993,0.000473552,0.002071525,0.0003151709,0.0005324647,0.0007390882,0.0007131049,0.0002503896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001017296,"about_ca_system_score_gemma":0.001619917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06254046,"about_ca_topic_score_gemma":0.09319559,"domain_scores_codex":[0.999433,0.0002204317,0.00004194937,0.0001023637,0.00009312114,0.0001090831],"domain_scores_gemma":[0.9982749,0.0005402185,0.0003757231,0.000139466,0.0004598971,0.0002097898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005248845,0.0004914499,0.9893655,0.00005727274,0.00006430001,0.0002202573,0.002167979,0.0001160021,0.0002277678,0.0001004676,0.001772087,0.005364544],"study_design_scores_gemma":[0.00001033731,0.0002106827,0.9886137,0.00003726577,0.00003830195,0.0001156674,0.008488759,0.0006660559,0.0001116138,0.00004938739,0.001648338,0.000009754567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995802,0.00006118877,0.0002643535,0.000177728,0.000005551197,0.0001252752,0.002757848,0.000006318769,0.0007997284],"genre_scores_gemma":[0.9934675,0.0002023311,0.001220683,0.0003698483,0.00002078889,0.0004886793,0.003753641,0.000004466501,0.0004720631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06254046,"threshold_uncertainty_score":0.1243529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3936392529471406,"score_gpt":0.4048137664086348,"score_spread":0.01117451346149423,"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."}}