{"id":"W2169298842","doi":"10.1017/s0950268809991646","title":"Disease transmission model for community-associated <i>Clostridium difficile</i> infection","year":2010,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Public Health Agency of Canada","funders":"","keywords":"Clostridium difficile; Clearance; Transmission (telecommunications); Disease; Medicine; Risk of infection; Public health; Intensive care medicine; Disease transmission; Infection control; Environmental health; Biology; Microbiology; Virology; Internal medicine; Pathology; Antibiotics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002316112,0.0002547037,0.0005320353,0.0002001706,0.0007920835,0.00001389726,0.00005566758,0.0004790187,0.00007811867],"category_scores_gemma":[0.004504487,0.000222818,0.0002512195,0.000222497,0.0002489156,0.0001233671,0.00004783964,0.001570302,0.00001394282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009194442,"about_ca_system_score_gemma":0.0001666377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006174088,"about_ca_topic_score_gemma":0.0002142023,"domain_scores_codex":[0.9980288,0.0004522253,0.000508322,0.0003652388,0.0001245392,0.0005209401],"domain_scores_gemma":[0.9975671,0.001228587,0.0001482966,0.0003560594,0.0002235448,0.0004764701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005231862,0.004530542,0.48676,0.001282638,0.0004437035,0.00001101218,0.0005881499,0.002454999,0.3944159,0.004601095,0.02430269,0.07537747],"study_design_scores_gemma":[0.007050378,0.002236805,0.3677657,0.0002380522,0.0007797555,0.0001075777,0.00002189983,0.5489655,0.03673636,0.008518949,0.02681093,0.0007681475],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760139,0.0001440436,0.01856521,0.003206145,0.0003770028,0.000796355,0.0000425883,0.0001996728,0.0006550787],"genre_scores_gemma":[0.9962053,0.001048915,0.0003917735,0.0007254415,0.0002901735,0.0001586456,0.0003838381,0.00003465858,0.0007612741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5465105,"threshold_uncertainty_score":0.9086255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06404147836569012,"score_gpt":0.3544468725839264,"score_spread":0.2904053942182363,"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."}}