{"id":"W4247035264","doi":"10.1017/s0195941700026072","title":"The Emerging Infectious Challenge of<i>Clostridium difficile</i>-Associated Disease in Massachusetts Hospitals: Clinical and Economic Consequences","year":2007,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Centers for Disease Control and Prevention","keywords":"Medicine; Clostridium difficile; Emergency medicine; Cohort; Retrospective cohort study; Pediatrics; Internal medicine","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":[0.005014528,0.0002692543,0.0009611463,0.0002132801,0.0002258111,0.00001887738,0.00007882597,0.0003072882,0.00001580594],"category_scores_gemma":[0.006226343,0.0002022693,0.0002209743,0.0001638253,0.001338082,0.00008962763,0.00007978392,0.0006475903,0.000008055821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001422219,"about_ca_system_score_gemma":0.0001921826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002051363,"about_ca_topic_score_gemma":0.0010786,"domain_scores_codex":[0.9967384,0.0005382618,0.001366668,0.0005372133,0.0001421993,0.0006773058],"domain_scores_gemma":[0.9936934,0.005092698,0.0004058143,0.0002677355,0.0001364488,0.0004039763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005995182,0.0002771671,0.9755079,0.00004590227,0.0001854675,0.0000462813,0.00005346062,0.00003199156,0.0001667766,0.002329308,0.000193128,0.02056317],"study_design_scores_gemma":[0.004544688,0.001861537,0.9866899,0.00008559584,0.0001304884,0.00001998277,0.0000753142,0.001746387,0.0001276448,0.002381565,0.002095799,0.0002411011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975693,0.005805468,0.0001094602,0.01640326,0.0006483526,0.0007219455,0.00003146012,0.00005765745,0.0005293342],"genre_scores_gemma":[0.9845453,0.01479336,0.000008965066,0.000241837,0.0002980903,0.00004295537,0.00001178896,0.00002055671,0.00003713042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02032207,"threshold_uncertainty_score":0.8248302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02730613170767411,"score_gpt":0.3482940490874239,"score_spread":0.3209879173797498,"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."}}