{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06655736,0.0001371805,0.0004726565,0.001041825,0.0007295496,0.0001707055,0.0006434377,0.00002656404,0.0001300674],"category_scores_gemma":[0.001436181,0.0001258543,0.0001355097,0.002026106,0.0001646575,0.0009516789,0.00005284651,0.0005628877,0.00002919463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006239603,"about_ca_system_score_gemma":0.00335777,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009885615,"about_ca_topic_score_gemma":0.0244859,"domain_scores_codex":[0.9729601,0.02338366,0.001549268,0.0002600775,0.001069866,0.0007770201],"domain_scores_gemma":[0.9966627,0.0002195316,0.001321338,0.0002935861,0.0004452679,0.001057539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000137754,0.0005498834,0.7955139,0.00001125784,0.00002336202,0.00001254245,0.1593596,0.00006464198,0.000001220585,0.00004922818,0.00009398498,0.044319],"study_design_scores_gemma":[0.0003363189,0.0006573398,0.7864754,0.00002426061,0.000004979517,3.166531e-7,0.2112353,0.00002012953,7.378874e-7,0.00001310054,0.001156255,0.0000758922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938178,0.0001047841,0.0005070605,0.00475704,0.0003788209,0.0002104413,0.000009615923,0.00003161238,0.0001828003],"genre_scores_gemma":[0.9991126,0.0003274027,0.00006283445,0.00006477247,0.0003361811,0.00000182769,0.000005689869,0.00002146849,0.00006720594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06512117,"threshold_uncertainty_score":0.9967076,"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."}}