{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00503992,0.0002685522,0.0009936788,0.0001937956,0.00006720344,0.000009222246,0.0003282435,0.0004638288,0.0006356619],"category_scores_gemma":[0.00201999,0.0002028282,0.0001184298,0.0004397187,0.00003017525,0.0002318781,0.0003180298,0.000645941,0.0001700332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002010319,"about_ca_system_score_gemma":0.001168416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001567467,"about_ca_topic_score_gemma":0.0001546221,"domain_scores_codex":[0.9926324,0.004945663,0.001235637,0.0004638374,0.0004286342,0.0002937963],"domain_scores_gemma":[0.9979512,0.0006683343,0.0005389547,0.0006071966,0.00006292802,0.0001713687],"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":[0.0003358427,0.0002080673,0.000004254454,0.07692599,0.0001699943,0.00007774698,0.01033921,8.709476e-8,1.635093e-7,0.004084477,0.007558871,0.9002953],"study_design_scores_gemma":[0.0001975616,0.00009690987,0.00001481815,0.01855129,0.0007569527,0.000005577871,0.001955784,0.0000185298,9.28199e-9,0.0002518138,0.9779795,0.0001711909],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001451019,0.9936525,0.0000183602,0.0002096747,0.001350481,0.001773465,0.00004177201,0.00004752561,0.002761163],"genre_scores_gemma":[0.00001884555,0.9972932,0.00005172302,0.0001053676,0.0001695779,0.0005589399,0.00006462361,0.00005087091,0.00168686],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9704207,"threshold_uncertainty_score":0.8271095,"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."}}