{"id":"W2745996021","doi":"10.1093/ofid/ofx163.1005","title":"External validation of clinical scores to predict complications of Clostridium difficile infection","year":2017,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Health Sciences Centre; Centre Hospitalier Universitaire de Sherbrooke; North York General Hospital; Sunnybrook Health Science Centre; Centre intégré universitaire de santé et de services sociaux de l'Est-de-l'Île-de-Montréal; Toronto East General Hospital; Toronto General Hospital; University of Toronto; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Université de Sherbrooke","funders":"","keywords":"Medicine; Clostridium difficile; Cohort; Internal medicine; Prospective cohort study; Cohort study; Predictive value of tests; Positive predicative value; Intensive care unit; Predictive validity; C difficile; Predictive value","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06804363,0.001943219,0.002042464,0.005466448,0.0006377164,0.002658249,0.002001445,0.001121667,0.0007758171],"category_scores_gemma":[0.1448385,0.0005690852,0.004153572,0.004930764,0.001476541,0.001434903,0.001942994,0.001157566,0.000366718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001275938,"about_ca_system_score_gemma":0.003531304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004549078,"about_ca_topic_score_gemma":0.004284343,"domain_scores_codex":[0.9526119,0.02581825,0.005369501,0.003861137,0.01154244,0.0007967142],"domain_scores_gemma":[0.8408183,0.08847712,0.02053126,0.00756928,0.04101517,0.00158881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002088232,0.0003586039,0.9462618,0.00201552,0.006263959,0.0001128559,0.0004526156,0.00291187,0.0004771021,0.0002726943,0.001400594,0.03738425],"study_design_scores_gemma":[0.001125605,0.003857291,0.9313682,0.003335549,0.01026848,0.0007423052,0.000623294,0.03830036,0.003467809,0.001401682,0.005305659,0.0002037327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9543697,0.01636201,0.01721385,0.0005789999,0.000347518,0.002026336,0.004115997,0.0002249933,0.004760446],"genre_scores_gemma":[0.9914669,0.001010996,0.004204838,0.0001215251,0.00005862996,0.0003414488,0.002627796,0.00002503194,0.0001427383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06804363,"threshold_uncertainty_score":0.3598534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06736546595202952,"score_gpt":0.4149283838944162,"score_spread":0.3475629179423866,"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."}}