{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04801548,0.001288216,0.003499835,0.005300613,0.00706934,0.0103397,0.009923991,0.04193313,0.0115415],"category_scores_gemma":[0.2954827,0.001213536,0.002924799,0.004842176,0.02519794,0.02178984,0.007960108,0.0604149,0.003833747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01652088,"about_ca_system_score_gemma":0.03477718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04303556,"about_ca_topic_score_gemma":0.04356899,"domain_scores_codex":[0.9585875,0.01953911,0.005102388,0.004586377,0.009817212,0.002367358],"domain_scores_gemma":[0.7036888,0.2498308,0.006283206,0.002873675,0.03097653,0.006347005],"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":[0.00002911975,0.000006596617,0.0001317453,0.0008892484,0.00004150126,0.0001937862,0.001445743,0.00004375204,0.00001608305,0.01786733,0.9706094,0.0087257],"study_design_scores_gemma":[0.00006738119,0.00001855513,0.0003146829,0.01261137,0.00008519438,0.0004410885,0.003773148,0.0000954697,0.00006631397,0.02935742,0.9531007,0.00006859814],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00005102262,0.01037761,0.00008707419,0.9629599,0.02573238,0.00000616271,0.00004899268,0.000007421732,0.0007293584],"genre_scores_gemma":[0.002012981,0.008007797,0.0001493789,0.9417908,0.04719242,0.00003090993,0.00003022254,0.00003628676,0.0007492073],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04801548,"threshold_uncertainty_score":0.2539332,"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."}}