{"id":"W4319339169","doi":"10.1016/j.annepidem.2023.02.001","title":"Current ethical and social issues in epidemiology","year":2023,"lang":"en","type":"article","venue":"Annals of Epidemiology","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences; Impact","funders":"","keywords":"Epidemiology; Public health; Medicine; Bioethics; Research ethics; Engineering ethics; Public relations; Political science; Law; Nursing; Pathology; Psychiatry","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":[0.0110785,0.0001621408,0.001502459,0.000253403,0.00003576691,7.018043e-7,0.0001245914,0.0004109829,0.00008394472],"category_scores_gemma":[0.03723205,0.0001401261,0.0001551408,0.0002911246,0.000645178,0.00003202187,0.0001713806,0.0006756128,0.0001209921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000010333,"about_ca_system_score_gemma":0.00006585173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001880832,"about_ca_topic_score_gemma":0.0000485808,"domain_scores_codex":[0.9952572,0.002400616,0.001046463,0.0004801836,0.0000815395,0.0007339906],"domain_scores_gemma":[0.9918523,0.007287479,0.0002594105,0.0003064331,0.00011347,0.0001808756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002246489,0.00006442849,0.7126991,0.0002226901,0.00004759142,0.00002557645,0.0001310461,0.000008990602,0.00005258356,0.02271089,0.2376709,0.02614161],"study_design_scores_gemma":[0.0004098063,0.0001342469,0.7929294,0.00006613968,0.00001098095,0.000008771819,0.00002557221,0.0004283188,0.0000141117,0.02961976,0.1762609,0.0000920621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7121291,0.01121609,0.00006173436,0.2754318,0.0002664687,0.0002567137,0.0001429683,0.0001260026,0.0003691378],"genre_scores_gemma":[0.9433307,0.01854426,0.0006967764,0.0360849,0.0004940616,0.00004957285,0.0006561706,0.00002896605,0.0001145871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2393469,"threshold_uncertainty_score":0.9708778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3047741535895029,"score_gpt":0.5245122310206519,"score_spread":0.219738077431149,"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."}}