{"id":"W2050245586","doi":"10.1093/cid/civ142","title":"Pathway to Prevention of Nosocomial Clostridium difficile Infection","year":2015,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Bio-K+ International (Canada); University of Toronto","funders":"Feinberg School of Medicine; Northwestern University","keywords":"Clostridium difficile; Medicine; Clostridium Infections; Microbiology; Cross infection; Clostridiaceae; C difficile; Intensive care medicine; Virology; Antibiotics; Toxin; Biology","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":[0.02803776,0.001294093,0.0007075982,0.002014502,0.002002771,0.004135027,0.002779899,0.005965843,0.02145964],"category_scores_gemma":[0.06456392,0.0006414876,0.001872328,0.001074986,0.0008501018,0.00312033,0.006471714,0.006477959,0.008375422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003253062,"about_ca_system_score_gemma":0.04232237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003637727,"about_ca_topic_score_gemma":0.004152143,"domain_scores_codex":[0.9599665,0.02463009,0.004456668,0.001302605,0.007140773,0.002503391],"domain_scores_gemma":[0.9428675,0.009710318,0.005869899,0.001590919,0.02979165,0.01016974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006600639,0.002372465,0.01766024,0.01169733,0.0002847332,0.001987845,0.006629065,0.003603597,0.002632976,0.01062376,0.3500375,0.5918104],"study_design_scores_gemma":[0.0008029599,0.002958394,0.019738,0.02656288,0.000349329,0.002466036,0.0089038,0.005408839,0.004632195,0.02127488,0.9066191,0.0002835032],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04762778,0.01799504,0.1355415,0.6079445,0.01521632,0.03577205,0.002641937,0.00256893,0.1346918],"genre_scores_gemma":[0.1986782,0.02883366,0.630834,0.07573929,0.002692063,0.02063973,0.004200757,0.0003553336,0.03802701],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02803776,"threshold_uncertainty_score":0.1482796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.098525550937966,"score_gpt":0.4118561404919595,"score_spread":0.3133305895539935,"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."}}