{"id":"W1550634573","doi":"","title":"Public health: what is to be done?","year":2002,"lang":"en","type":"article","venue":"PubMed","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public health; Escherichia coli; Medicine; Environmental health; Data science; Microbiology; World Wide Web; Biology; Computer science; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03979092,0.002987223,0.00585423,0.003461788,0.008326504,0.02183914,0.005631912,0.03321849,0.02563498],"category_scores_gemma":[0.08021573,0.001089036,0.002558698,0.003735764,0.02257003,0.02398422,0.0092932,0.03083147,0.01062177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01355463,"about_ca_system_score_gemma":0.09780154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04818597,"about_ca_topic_score_gemma":0.03962233,"domain_scores_codex":[0.9770846,0.0115518,0.0008673606,0.00131889,0.005099414,0.004078005],"domain_scores_gemma":[0.8886565,0.03929716,0.002985813,0.00498534,0.03008653,0.03398867],"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":[0.0001363796,0.0002233683,0.0008959597,0.00504896,0.0001960317,0.0002011029,0.0008062457,0.0001756495,0.0001644439,0.01459881,0.8366318,0.1409212],"study_design_scores_gemma":[0.0001998361,0.0001923483,0.003736533,0.02389804,0.000234362,0.0003341303,0.01003544,0.0002497408,0.0001823529,0.06729524,0.8934832,0.0001588117],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001084458,0.05379578,0.0002746379,0.9288501,0.01464599,0.00001410467,0.00007789728,0.00009173615,0.002141403],"genre_scores_gemma":[0.0143563,0.1511682,0.00280528,0.7964473,0.02977735,0.0001810515,0.0002833659,0.0001311232,0.00485002],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04818597,"threshold_uncertainty_score":0.2104371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4189849019570825,"score_gpt":0.449434390416329,"score_spread":0.03044948845924644,"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."}}