{"id":"W4414639169","doi":"10.1186/s12919-025-00336-2","title":"The Pandemic EVIDENCE Collaboration","year":2025,"lang":"en","type":"article","venue":"BMC Proceedings","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Cumming School of Medicine, University of Calgary; University of Alberta; University of Oxford; McMaster University; Alberta Health Services","keywords":"","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.156114,0.001150115,0.002842664,0.008948757,0.003036168,0.01812019,0.003685601,0.01768005,0.06362101],"category_scores_gemma":[0.3457284,0.001979782,0.002942999,0.005721967,0.004552013,0.009932751,0.02080811,0.02159227,0.01619081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00856895,"about_ca_system_score_gemma":0.06619906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004177488,"about_ca_topic_score_gemma":0.007247045,"domain_scores_codex":[0.8173008,0.1116014,0.0209302,0.009073116,0.03523648,0.005857993],"domain_scores_gemma":[0.538976,0.2828684,0.02243649,0.03325177,0.07422227,0.04824511],"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":[0.0003662781,0.00008211411,0.0009059533,0.004138045,0.0005084478,0.0002689737,0.0008112382,0.0001237199,0.00018379,0.04769706,0.7624729,0.1824415],"study_design_scores_gemma":[0.0001718517,0.0000436325,0.0007831173,0.01189323,0.000144607,0.0001482825,0.0005271666,0.00004466082,0.00009702716,0.02024028,0.9658809,0.00002531242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0006500498,0.09693008,0.003764093,0.7920151,0.03962404,0.0003932248,0.001982755,0.0001650062,0.06447568],"genre_scores_gemma":[0.0634763,0.2288323,0.04224226,0.4819878,0.05812806,0.004949581,0.007418226,0.001098668,0.1118669],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.156114,"threshold_uncertainty_score":0.8256198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1024076463189651,"score_gpt":0.4766549029329373,"score_spread":0.3742472566139723,"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."}}