{"id":"W2605151798","doi":"10.1186/s12889-017-4200-4","title":"Ethical issues in public health surveillance: a systematic qualitative review","year":2017,"lang":"en","type":"review","venue":"BMC Public Health","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"World Health Organization","keywords":"Public health; Engineering ethics; Normative; Informed consent; Medicine; Qualitative research; Research ethics; Scope (computer science); Public relations; Political science; Sociology; Law; Alternative medicine; Nursing; Social science; Computer science; Pathology","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","metaepi_narrow","metaepi_broad","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow"],"category_scores_codex":[0.06980396,0.001305398,0.01770046,0.00113152,0.0004060243,0.0003729228,0.001689825,0.0009726455,0.0002408253],"category_scores_gemma":[0.04824703,0.0009962795,0.001323246,0.001785742,0.0003976959,0.0003798548,0.0004634892,0.003542056,0.0007878171],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00386881,"about_ca_system_score_gemma":0.04891098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001049819,"about_ca_topic_score_gemma":0.001856751,"domain_scores_codex":[0.9447491,0.03946229,0.007711947,0.002334772,0.002572216,0.003169675],"domain_scores_gemma":[0.9815823,0.003282924,0.006066223,0.00497077,0.0007665823,0.003331231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004097739,0.0002723887,0.00009210499,0.7889882,0.0001911038,0.00003406234,0.000767549,6.293215e-9,2.729816e-10,0.001181951,0.04579627,0.1626723],"study_design_scores_gemma":[0.000478373,0.0001676199,0.0001769312,0.3785348,0.00005551786,0.0001320962,0.0001870609,0.000003877918,1.417644e-10,0.00001617398,0.619822,0.0004256041],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.58693e-7,0.9103788,0.0002028722,0.07386229,0.0004983711,0.01238474,0.001461226,0.0003701909,0.0008412892],"genre_scores_gemma":[0.00001857875,0.9773492,0.0008556235,0.01249423,0.0004431963,0.00206761,0.005623166,0.0002192869,0.0009291089],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5740257,"threshold_uncertainty_score":0.9999902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4265300923781523,"score_gpt":0.5641285614307677,"score_spread":0.1375984690526154,"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."}}