{"id":"W2077578991","doi":"10.1086/522676","title":"The Emerging Infectious Challenge of Clostridium difficile-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":318,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Clostridium difficile; Emergency medicine; Cohort; Retrospective cohort study; Pediatrics; Intensive care medicine; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001206663,0.0003303863,0.0001921498,0.001264455,0.0003761083,0.001122891,0.0004654827,0.000531381,0.001754105],"category_scores_gemma":[0.007381084,0.0001966248,0.000395803,0.001205786,0.0003453722,0.00105322,0.0008281755,0.0003902176,0.000180516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002330905,"about_ca_system_score_gemma":0.001334443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02772242,"about_ca_topic_score_gemma":0.05149962,"domain_scores_codex":[0.9991081,0.000432773,0.00006573227,0.00007153334,0.0001956548,0.0001260918],"domain_scores_gemma":[0.9950234,0.0006033976,0.00333416,0.0000609007,0.0005720505,0.0004061338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000044646,0.00002742532,0.9914857,0.00005853431,0.00009394844,0.0004684355,0.0001298628,0.000770191,0.00008409116,0.0001885141,0.001091836,0.00555678],"study_design_scores_gemma":[0.00001885455,0.000103376,0.9952028,0.0001285162,0.00005908544,0.0007841791,0.0005780351,0.001643978,0.0000382515,0.0001406235,0.001295577,0.000006823225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873263,0.00616887,0.0003962989,0.003890305,0.00003522283,0.00002509195,0.0007275551,0.000006941022,0.001423329],"genre_scores_gemma":[0.9966682,0.002222173,0.0002942474,0.0001673813,0.00008680335,0.00001252194,0.0003838765,0.000001149367,0.000163643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02772242,"threshold_uncertainty_score":0.05512214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02906338805791504,"score_gpt":0.3524033905068239,"score_spread":0.3233400024489089,"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."}}