{"id":"W2774499981","doi":"10.1089/sur.2017.147","title":"Early Rescue from Acute Severe <i>Clostridium Difficile</i> : A Novel Treatment Strategy","year":2017,"lang":"en","type":"article","venue":"Surgical Infections","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Clostridium difficile; Acute kidney injury; Colectomy; Retrospective cohort study; Intensive care unit; Cohort; Surgery; Emergency medicine; Internal medicine; Disease; Ulcerative colitis; Antibiotics","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":[0.0005124884,0.0003272971,0.0004065367,0.0002960248,0.00032095,0.0006413391,0.0005556126,0.0005373481,0.0007084233],"category_scores_gemma":[0.0008586028,0.0001024072,0.000432366,0.0001332977,0.0003903459,0.0005487229,0.001037616,0.0008955431,0.0001525676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003476877,"about_ca_system_score_gemma":0.001256314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002550507,"about_ca_topic_score_gemma":0.00100217,"domain_scores_codex":[0.9997198,0.00009109064,0.00003821971,0.00004881863,0.00004838336,0.00005361642],"domain_scores_gemma":[0.9995576,0.00006975087,0.0001554465,0.00002756272,0.00004492692,0.0001446478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.004120233,0.006327951,0.1842837,0.001470482,0.0002836931,0.003946648,0.0007585318,0.003022064,0.03844304,0.002036506,0.008626683,0.7466805],"study_design_scores_gemma":[0.005720313,0.09294135,0.6809633,0.003697241,0.00121454,0.05605218,0.004633536,0.03842939,0.03832721,0.006864697,0.07077331,0.0003830186],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9367672,0.01488765,0.03032405,0.01027542,0.0004278423,0.000705505,0.00009943287,0.00023583,0.006277035],"genre_scores_gemma":[0.9473552,0.005261282,0.04184723,0.003424009,0.0007242588,0.0003985419,0.0002004088,0.00001500524,0.000774035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007084233,"threshold_uncertainty_score":0.002710342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04915443606538964,"score_gpt":0.3402925726011173,"score_spread":0.2911381365357277,"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."}}