{"id":"W4390440276","doi":"10.1007/978-3-031-40805-2","title":"Mathematics of Public Health","year":2023,"lang":"en","type":"book","venue":"Fields Institute communications","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Public health; Computer science; Communicable disease; Mathematics education; Political science; Mathematics; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0007374074,0.0001868382,0.0003244744,0.0001650321,0.0001713582,0.00003020949,0.001800035,0.0005302425,0.00002545816],"category_scores_gemma":[0.0006367837,0.0001802486,0.0001677647,0.0001247263,0.0007391749,0.00000479963,0.00140642,0.0004419918,0.0001176802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004986946,"about_ca_system_score_gemma":0.002032847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002701773,"about_ca_topic_score_gemma":0.000801109,"domain_scores_codex":[0.9984354,0.00006155588,0.000666803,0.0001830496,0.0003360846,0.0003171287],"domain_scores_gemma":[0.9965441,0.00007074762,0.0003358822,0.002577479,0.0002687555,0.0002030013],"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":[0.00000603832,0.0004673351,0.00002827672,0.001762417,0.0005473925,0.000001672118,0.001414749,0.00001082661,0.0005298899,0.04222808,0.8638601,0.08914324],"study_design_scores_gemma":[0.0001571245,0.0002022457,0.00002168859,0.0001550814,0.00001293148,0.000003621765,0.0001171792,0.000163796,0.0001171695,0.002450912,0.9964206,0.000177717],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002588175,0.007045228,0.02951697,0.01917495,0.001281299,0.001461557,0.001005217,0.0001252812,0.9401307],"genre_scores_gemma":[0.003857193,0.05217808,0.02063533,0.0007626177,0.0003416659,0.00007373514,0.008046303,0.00006900135,0.9140361],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1325604,"threshold_uncertainty_score":0.7350323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1528013859695121,"score_gpt":0.3727684119641736,"score_spread":0.2199670259946615,"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."}}