{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00102658,0.00006813376,0.00007613061,0.00005283572,0.0008615557,0.00005190773,0.0002104049,0.00005478755,0.00002867249],"category_scores_gemma":[0.0009834621,0.00004434168,0.00002054243,0.0004032775,0.00003212574,0.0002125462,0.000156092,0.0001510393,0.0002376604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001050696,"about_ca_system_score_gemma":0.0002706909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001387636,"about_ca_topic_score_gemma":0.0001410948,"domain_scores_codex":[0.9991959,0.00004429434,0.0002324171,0.0001543325,0.0001342056,0.0002388523],"domain_scores_gemma":[0.9991179,0.0004402077,0.0000908404,0.0001060681,0.000215789,0.00002921301],"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":[0.0004394101,0.00001752822,0.1701136,0.0005369159,0.0000224653,2.093755e-7,0.006666751,5.627426e-7,0.001208552,0.2853557,0.5298978,0.005740476],"study_design_scores_gemma":[0.0003365484,0.00002700559,0.02851577,0.0006700321,0.00002728625,1.208844e-7,0.02916642,0.000139326,0.00004657846,0.006176016,0.934819,0.00007593479],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6201349,0.001422305,0.002036677,0.01086372,0.001458833,0.002332151,0.000001624033,0.0003593523,0.3613904],"genre_scores_gemma":[0.8086127,0.0004037948,0.0001997636,0.002804087,0.0001285637,0.0006162333,7.295729e-7,0.000008589537,0.1872255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4049211,"threshold_uncertainty_score":0.6626477,"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."}}