{"id":"W2983809561","doi":"10.1371/journal.pone.0224700","title":"Cost savings associated with timely treatment of botulism with botulism antitoxin heptavalent product","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Botulinum Toxin and Related Neurological Disorders","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emergent BioSolutions (Canada)","funders":"","keywords":"Botulism; Antitoxin; Medicine; Microbiology; Biology; Toxin","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":[0.002431161,0.0005375943,0.0006741519,0.00101652,0.0001982341,0.001103306,0.0006037747,0.0004226023,0.002575497],"category_scores_gemma":[0.01068733,0.0002534554,0.003327983,0.001031864,0.0002351663,0.0008805928,0.0008904358,0.001166591,0.000127114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00310133,"about_ca_system_score_gemma":0.002308957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00506231,"about_ca_topic_score_gemma":0.005035413,"domain_scores_codex":[0.9974935,0.001428468,0.0002240404,0.0001790172,0.000375519,0.0002994277],"domain_scores_gemma":[0.9954698,0.00266427,0.001126584,0.0001002051,0.0003456212,0.0002935773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06891342,0.003209434,0.4066376,0.003801784,0.01500891,0.000838438,0.0001863205,0.2095311,0.002210035,0.004771323,0.006812232,0.2780793],"study_design_scores_gemma":[0.007362751,0.03605672,0.7615487,0.002061523,0.01733049,0.00211341,0.0008819256,0.1478461,0.005023981,0.007038211,0.01254593,0.0001902667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859386,0.004460913,0.002299507,0.0008746797,0.00009465667,0.0004341554,0.003142357,0.00003557684,0.002719543],"genre_scores_gemma":[0.9956086,0.0009291669,0.001348078,0.0001594693,0.00003163812,0.0002100071,0.001358652,0.000007448287,0.0003468395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00506231,"threshold_uncertainty_score":0.02250189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05109106146252951,"score_gpt":0.2339258603260727,"score_spread":0.1828347988635432,"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."}}