{"id":"W2110794741","doi":"10.1086/501126","title":"Management and Outcomes of a First Recurrence of Clostridium difficile-Associated Disease in Quebec, Canada","year":2006,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":246,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Université de Sherbrooke; Viropharma","keywords":"Medicine; Metronidazole; Toxic megacolon; Clostridium difficile; Vancomycin; Colectomy; Surgery; Internal medicine; Perforation; Proportional hazards model; Complication; Enterocolitis; Disease; Antibiotics; Ulcerative colitis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002009021,0.0002313941,0.0008296153,0.0001875649,0.00005461131,0.00001396622,0.0001223248,0.00009670201,0.00007970953],"category_scores_gemma":[0.001288976,0.0002051421,0.0002354045,0.000502071,0.0003356037,0.00004679603,0.0001478293,0.0002441691,0.000001941171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002714019,"about_ca_system_score_gemma":0.0006502459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.485497,"about_ca_topic_score_gemma":0.7534977,"domain_scores_codex":[0.9974384,0.000121661,0.001098914,0.0004295971,0.000539732,0.00037173],"domain_scores_gemma":[0.9978716,0.0008872391,0.0002695624,0.0004072716,0.0001932149,0.0003710702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002439409,0.00313213,0.9909492,0.000463776,0.0001387119,0.0001998645,0.000006149811,0.00004748129,0.0000157784,0.0001359641,0.003136741,0.001530258],"study_design_scores_gemma":[0.003089719,0.0001977047,0.9946035,0.000349697,0.0002959007,5.490281e-7,0.00004032094,0.0001850249,0.0003278682,0.000126885,0.0006055394,0.0001772808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961966,0.001286842,0.00000318006,0.0006890376,0.0001732655,0.0006108751,0.0002678378,0.00003397467,0.0007383684],"genre_scores_gemma":[0.9982229,0.0007261885,0.00000333207,0.00005888325,0.00006059996,0.00003978708,0.00009819941,0.00002067879,0.0007694555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2680007,"threshold_uncertainty_score":0.8365454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01918501365472803,"score_gpt":0.312517989205201,"score_spread":0.2933329755504729,"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."}}