{"id":"W2016696391","doi":"10.3201/eid1601.090030","title":"Some Haphazard Aphorisms for Epidemiology and Life","year":2009,"lang":"en","type":"article","venue":"Emerging infectious diseases","topic":"Health and Conflict Studies","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Amusement; Glory; Epidemiology; Quarter (Canadian coin); History; Medicine; Sociology; Environmental ethics; Philosophy; Psychology","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":[0.02629973,0.002125819,0.001954215,0.003889101,0.007403484,0.01303319,0.00339261,0.008543737,0.01220231],"category_scores_gemma":[0.09328552,0.0007466346,0.001165948,0.003022606,0.04380037,0.02349772,0.006782915,0.03218196,0.007780496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003704795,"about_ca_system_score_gemma":0.003878791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003745971,"about_ca_topic_score_gemma":0.003862532,"domain_scores_codex":[0.9731756,0.0177356,0.001503833,0.001735543,0.005122385,0.0007270797],"domain_scores_gemma":[0.9073918,0.06989071,0.002905971,0.006532145,0.009528092,0.003751209],"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":[0.00009118194,0.00003871477,0.0002441052,0.0004447985,0.0000343285,0.0001785949,0.006099191,0.00009123092,0.0002030992,0.3714732,0.5991522,0.02194926],"study_design_scores_gemma":[0.00002701301,0.00003071882,0.0002568178,0.0008235289,0.000009406081,0.000292378,0.002823245,0.0001636822,0.00007660874,0.2516244,0.7438245,0.00004767754],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003879159,0.04579657,0.004872506,0.874068,0.06162233,0.00002282864,0.000117248,0.0001748557,0.0129378],"genre_scores_gemma":[0.03838427,0.06169428,0.02107982,0.6306179,0.2013876,0.0003651109,0.0002510141,0.0007168876,0.04550314],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02629973,"threshold_uncertainty_score":0.1390879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07055224495494093,"score_gpt":0.4473839781119622,"score_spread":0.3768317331570212,"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."}}