{"id":"W4410088829","doi":"10.32388/rumd7h","title":"Epidemiology Versus Picking Populist Cherries: A Commentary","year":2025,"lang":"en","type":"preprint","venue":"Qeios","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Epidemiology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006886981,0.0003334097,0.001068792,0.0002158327,0.0001204856,0.000008314336,0.000232222,0.0006003227,0.000273891],"category_scores_gemma":[0.002944186,0.0003145972,0.0002727888,0.0001230564,0.00009855,0.00002443759,0.0006367699,0.001486704,0.0000420972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009390601,"about_ca_system_score_gemma":0.001129158,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01273302,"about_ca_topic_score_gemma":0.001230423,"domain_scores_codex":[0.9978434,0.0002317719,0.0006252824,0.0005787712,0.0001725217,0.0005481868],"domain_scores_gemma":[0.996978,0.001426099,0.0002358768,0.0009099242,0.0001038319,0.0003462322],"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":[0.003661954,0.0004171487,0.4398727,0.01244684,0.001244427,0.0003991471,0.003839093,0.00009598406,0.00002860089,0.00259516,0.4934441,0.04195485],"study_design_scores_gemma":[0.006795144,0.000965911,0.2187081,0.005440386,0.0009328019,0.00003146156,0.0006964158,0.0004686528,0.00008590437,0.004021601,0.7610478,0.0008058429],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1269079,0.01260846,0.001245206,0.8196464,0.01487748,0.003757196,0.0005957563,0.0008357512,0.01952588],"genre_scores_gemma":[0.7579144,0.001189617,0.002730439,0.231395,0.002603826,0.0001700689,0.001135958,0.0000549914,0.002805786],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6310065,"threshold_uncertainty_score":0.9999306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2735198971585778,"score_gpt":0.5086020932786937,"score_spread":0.2350821961201158,"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."}}