{"id":"W4238119320","doi":"10.1097/sih.0b013e31818276b8","title":"Effective Management of Sarin Exposure","year":2008,"lang":"en","type":"article","venue":"Simulation in Healthcare The Journal of the Society for Simulation in Healthcare","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sarin; Chemical warfare; Terrorism; Chemical Warfare Agents; Personal protective equipment; Health care; Medical emergency; Curriculum; Public relations; Medicine; Political science; Psychology; Computer security; Business; Engineering; Law; Coronavirus disease 2019 (COVID-19); Computer science; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001473523,0.0002075884,0.0004307879,0.00008706522,0.000244165,0.000005580864,0.000420376,0.0002207315,0.000006535098],"category_scores_gemma":[0.0001684764,0.0001402885,0.0006376741,0.0007822834,0.00009093669,0.0001571957,0.0001128044,0.0006980857,8.310734e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000738634,"about_ca_system_score_gemma":0.00006910777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004361593,"about_ca_topic_score_gemma":0.00005941943,"domain_scores_codex":[0.9971718,0.0002588089,0.00140961,0.0001896277,0.0006014027,0.0003687109],"domain_scores_gemma":[0.9965144,0.001809266,0.0007893202,0.0003756238,0.0004206423,0.00009072973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004132292,0.00007057111,0.02273379,0.001239814,0.00008381449,0.000001224683,0.002640541,0.9685624,0.00005980648,0.001071632,0.00002945323,0.003093736],"study_design_scores_gemma":[0.004002962,0.0002646066,0.1290617,0.001208869,0.00008969811,0.000007333404,0.00138618,0.8557759,0.0005246311,0.006597747,0.0007990741,0.0002813273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602338,0.003014469,0.01636503,0.01624722,0.0008262845,0.003211414,0.00003550645,0.00003553341,0.00003076012],"genre_scores_gemma":[0.9980071,0.0005060114,0.000809693,0.0003943643,0.0001603662,0.00003094443,0.000007321908,0.00003001286,0.00005422645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1127865,"threshold_uncertainty_score":0.57208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0277733104882802,"score_gpt":0.3207727900557644,"score_spread":0.2929994795674842,"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."}}