{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001187036,0.0007169904,0.0007605046,0.001275719,0.001242043,0.003401573,0.0007579098,0.001125223,0.0315961],"category_scores_gemma":[0.00513416,0.0003391852,0.0003827534,0.001379929,0.003839196,0.004313314,0.001324007,0.003777089,0.007347245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003289558,"about_ca_system_score_gemma":0.001256689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003102744,"about_ca_topic_score_gemma":0.002452253,"domain_scores_codex":[0.9993383,0.000305929,0.00002542121,0.0001129388,0.0001704649,0.00004693936],"domain_scores_gemma":[0.9987386,0.0007531504,0.00007230067,0.0001992662,0.0001830312,0.00005372161],"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":[0.00000171558,0.000002561805,0.00002910033,0.00001561865,0.000001972938,0.000007271837,0.00004974007,0.0002010303,0.00001682079,0.9683883,0.02298958,0.008296364],"study_design_scores_gemma":[0.000002196212,0.000001956347,0.00006151437,0.00001290211,0.000001301305,0.00001707024,0.00002934044,0.0004696925,0.00001730388,0.9188484,0.08053642,0.000001861133],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001753349,0.008143217,0.08251726,0.03150104,0.001922543,0.00006212403,0.0007340289,0.0002622973,0.8731042],"genre_scores_gemma":[0.2455232,0.01676809,0.06632634,0.007624708,0.007409075,0.000726708,0.00112157,0.0003735656,0.6541268],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0315961,"threshold_uncertainty_score":0.1056995,"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."}}