{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001434598,0.0004307281,0.0006711883,0.0001607149,0.001330332,0.00037914,0.0002880012,0.0003367452,0.001564993],"category_scores_gemma":[0.0001460557,0.0003465033,0.00053816,0.0002347897,0.0003301585,0.0002196255,0.0002287884,0.000629932,0.0006490166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004612585,"about_ca_system_score_gemma":0.0004547223,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009642145,"about_ca_topic_score_gemma":0.0004688966,"domain_scores_codex":[0.9973239,0.00005709543,0.0004727093,0.0007390831,0.0005624872,0.0008447057],"domain_scores_gemma":[0.9971904,0.0002329353,0.0001315503,0.001541563,0.0002448578,0.0006587523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01066571,0.04540629,0.1156683,0.0002360307,0.01265239,0.01471981,0.001213413,0.0007450993,0.6300437,0.01006601,0.02103207,0.1375512],"study_design_scores_gemma":[0.04884692,0.01294926,0.1870706,0.0005352428,0.003122758,0.00323641,0.0003364184,0.001530953,0.3504031,0.0004738028,0.3888905,0.002603984],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9524801,0.0001661027,0.00004867397,0.002176572,0.0004273129,0.0006783759,0.0007577406,0.0002237569,0.04304131],"genre_scores_gemma":[0.9886878,0.0007370228,0.00006640391,0.00004322056,0.001176305,0.0001375406,0.0002146416,0.00005891149,0.008878127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3678585,"threshold_uncertainty_score":0.9999698,"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."}}