{"id":"W4399332852","doi":"10.7759/cureus.61627","title":"An Overview of Appropriate Medical Practice and Preparedness in Radiation Emergency Response","year":2024,"lang":"en","type":"review","venue":"Cureus","topic":"Disaster Response and Management","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"World Health Organization","keywords":"Emergency response; Preparedness; Disaster response; Medical emergency; Emergency management; Medical radiation; Medical practice; Medicine; Medical physics; Medical education; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006621729,0.0009694707,0.0007985061,0.0033143,0.002264335,0.003545305,0.002100949,0.004728026,0.01314791],"category_scores_gemma":[0.0229033,0.0005005656,0.001095527,0.002571892,0.001498916,0.004560835,0.00424821,0.006260056,0.005911476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005487564,"about_ca_system_score_gemma":0.0132068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006115615,"about_ca_topic_score_gemma":0.01788061,"domain_scores_codex":[0.9942231,0.002547013,0.001055562,0.0004534101,0.001182101,0.0005388532],"domain_scores_gemma":[0.9886172,0.004361992,0.001197924,0.0002546021,0.002988377,0.002579781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004379043,0.000305359,0.004758862,0.006611976,0.00003774928,0.001138168,0.002098452,0.0005933008,0.0003073897,0.008551956,0.2778002,0.6977528],"study_design_scores_gemma":[0.00003913226,0.0001763756,0.01014362,0.03083199,0.00005408916,0.004647865,0.003385348,0.0004334884,0.0001832343,0.009550862,0.9404674,0.00008665941],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005181984,0.4928501,0.02057859,0.3656087,0.01771002,0.001297549,0.0006807608,0.001086459,0.0950058],"genre_scores_gemma":[0.03170869,0.8225645,0.05292444,0.06506048,0.01111987,0.002260416,0.000999503,0.0002902679,0.01307184],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01314791,"threshold_uncertainty_score":0.04398417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2258657187042285,"score_gpt":0.5843912658431424,"score_spread":0.3585255471389139,"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."}}