{"id":"W4323824009","doi":"10.1016/j.puhe.2023.01.032","title":"A “Tail” of three cities. Public health and acute atrophy of vigilance","year":2023,"lang":"en","type":"letter","venue":"Public Health","topic":"COVID-19 Digital Contact Tracing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trillium Health Centre; Public Health Ontario; University of Toronto","funders":"","keywords":"Vigilance (psychology); Public health; Medicine; Environmental health; Geography; Psychology; Pathology; Cognitive psychology","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":[0.002185281,0.000514037,0.001529834,0.00118034,0.000205651,0.0005318499,0.002192444,0.0003754285,0.000006766204],"category_scores_gemma":[0.0004484498,0.0005199185,0.000220375,0.001932255,0.0002187613,0.001398619,0.00106514,0.001434826,0.0000189572],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007884487,"about_ca_system_score_gemma":0.0114647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00155413,"about_ca_topic_score_gemma":0.0003712355,"domain_scores_codex":[0.9938064,0.0003664143,0.001520943,0.001160441,0.001311166,0.001834639],"domain_scores_gemma":[0.9947727,0.0007776561,0.001551695,0.001748694,0.0003860631,0.000763236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007862531,0.0001129609,0.004063878,0.01186598,0.0003917847,0.0001289379,0.004596123,0.000001549525,0.000004052607,0.02700806,0.7887051,0.1631137],"study_design_scores_gemma":[0.0006716376,0.001045377,0.003427297,0.000678917,0.000007235392,0.00005153004,0.00005575473,0.001155216,0.000002572575,0.002831457,0.9894218,0.0006511485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007690561,0.001673436,0.06284284,0.9321303,0.0007380551,0.0007382177,0.0002464902,0.0004328738,0.0004287181],"genre_scores_gemma":[0.03639432,0.0009072584,0.005041235,0.95569,0.000918399,0.00009568406,0.0002410733,0.0001364303,0.0005756475],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2007167,"threshold_uncertainty_score":0.9997252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1127478651302668,"score_gpt":0.3139915360464715,"score_spread":0.2012436709162047,"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."}}