{"id":"W4404090147","doi":"10.3390/epidemiologia5040047","title":"Big Epidemiology: The Birth, Life, Death, and Resurgence of Diseases on a Global Timescale","year":2024,"lang":"en","type":"review","venue":"Epidemiologia","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"European Commission","keywords":"Public health; Big data; Disease; Epidemiology; Ancient DNA; Environmental ethics; Geography; Political science; Population; Medicine; Environmental health","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01974885,0.001123157,0.001584786,0.008320754,0.00299763,0.00787481,0.002149544,0.003687094,0.003428631],"category_scores_gemma":[0.04686043,0.0007576835,0.001452222,0.008157433,0.01167123,0.01481321,0.009502857,0.004609463,0.0006473569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003261026,"about_ca_system_score_gemma":0.007402012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003714544,"about_ca_topic_score_gemma":0.00433178,"domain_scores_codex":[0.9861625,0.00930952,0.001049885,0.001681107,0.001359314,0.0004376117],"domain_scores_gemma":[0.9297396,0.04915518,0.008442299,0.007625928,0.0031284,0.001908642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001925483,0.0001474727,0.07279232,0.006528748,0.001019311,0.001427231,0.03073726,0.003743028,0.001234991,0.505192,0.07872219,0.2982628],"study_design_scores_gemma":[0.00002535885,0.0001756611,0.03109855,0.005537902,0.0002807305,0.001981817,0.01385774,0.002822076,0.0007977873,0.6360494,0.307199,0.0001738969],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.07685979,0.1477402,0.444409,0.2159507,0.01416005,0.001734786,0.01543096,0.001522366,0.08219213],"genre_scores_gemma":[0.5766132,0.1316186,0.2137883,0.04465666,0.01467237,0.002526845,0.006959966,0.0006391915,0.008524902],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9970024,"threshold_uncertainty_score":0.1044431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2187211366959477,"score_gpt":0.4571217596205066,"score_spread":0.2384006229245589,"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."}}