{"id":"W4415505076","doi":"10.1186/s12873-025-01357-y","title":"Bridging the preparedness gap: a systematic review of recommended stockpile items for radiological and nuclear emergencies","year":2025,"lang":"en","type":"review","venue":"BMC Emergency Medicine","topic":"Disaster Response and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"European Commission","keywords":"Radiological weapon; Preparedness; Bridging (networking); Grey literature; Systematic review; Personal protective equipment; Stockpile; Inclusion (mineral)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004918649,0.0004800279,0.003970564,0.0002043989,0.0004255867,0.00000178212,0.0006599271,0.0002187073,0.00160774],"category_scores_gemma":[0.006108924,0.0002413998,0.0005020075,0.0005495847,0.00008990718,0.00004131349,0.0003891035,0.0003918938,0.00002185011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000934878,"about_ca_system_score_gemma":0.000292133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004773009,"about_ca_topic_score_gemma":0.0000236611,"domain_scores_codex":[0.9924251,0.002864585,0.003385898,0.0005150819,0.0003380785,0.0004712061],"domain_scores_gemma":[0.9949099,0.002010729,0.001749378,0.000998412,0.0002189665,0.000112626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001674119,0.00002217416,9.814887e-7,0.7237136,0.0002096738,4.131106e-7,0.001846544,1.427742e-8,5.115244e-8,0.00183744,0.2663702,0.005982192],"study_design_scores_gemma":[0.0001432804,0.00008010331,3.386525e-7,0.4834098,0.002849335,0.00000157328,0.002253175,0.000009464579,1.097968e-9,0.00005570669,0.5110821,0.0001151741],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001762174,0.9688413,0.0006403961,0.0003836839,0.003283537,0.01612905,0.00006271312,0.0000628886,0.01059469],"genre_scores_gemma":[0.000001078174,0.9781365,0.00006022957,0.0004518863,0.0004608496,0.005513713,0.0001180575,0.00004422647,0.0152135],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2447119,"threshold_uncertainty_score":0.999305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2780898631029373,"score_gpt":0.5227203335026788,"score_spread":0.2446304703997415,"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."}}