{"id":"W2062770416","doi":"10.1016/j.ajic.2014.11.024","title":"Predictors of asymptomatic Clostridium difficile colonization on hospital admission","year":2015,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de Santé Publique du Québec; Ottawa Hospital; Jewish General Hospital; University of Ottawa; McGill University; Hôtel-Dieu de Québec; Centre Hospitalier de l’Université de Montréal; McGill University Health Centre; Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke; Hôpital Maisonneuve-Rosemont","funders":"Centre Hospitalier Universitaire de Québec; Institut National de Santé Publique du Québec","keywords":"Medicine; Clostridium difficile; Asymptomatic; Colonization; Carriage; Asymptomatic carrier; Logistic regression; Internal medicine; Clostridium difficile toxin A; Clostridium difficile toxin B; Diarrhea; Microbiology; Antibiotics; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005636011,0.0001885028,0.0006760111,0.0004649969,0.00005109533,0.00001998489,0.00009244378,0.0000779779,0.0000735849],"category_scores_gemma":[0.001708386,0.0001468871,0.0002612779,0.0006224866,0.0001916591,0.0001135792,0.00001988767,0.0003919892,0.00002158683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000357112,"about_ca_system_score_gemma":0.0007195041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008125128,"about_ca_topic_score_gemma":0.000001757631,"domain_scores_codex":[0.9976826,0.0001805744,0.0007835757,0.0001637132,0.0009309261,0.0002585867],"domain_scores_gemma":[0.9968088,0.0002401234,0.0009145956,0.0002285051,0.001300787,0.00050721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01837534,0.009247866,0.7103847,0.0002911884,0.002525744,0.0003082618,0.001995839,0.006127579,0.1232588,0.000209134,0.02981737,0.09745818],"study_design_scores_gemma":[0.04368171,0.1769176,0.1689705,0.001745348,0.001928218,0.00136275,0.002291944,0.00806794,0.5760749,0.00006925704,0.01788394,0.001005891],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952003,0.00009069721,0.001197164,0.001680691,0.000663798,0.000368143,0.00001399239,0.00003142186,0.0007538442],"genre_scores_gemma":[0.9988152,0.0001082723,0.00007729292,0.0001267562,0.0007327648,0.000006791365,0.000006972301,0.00002805788,0.00009784299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5414142,"threshold_uncertainty_score":0.5989881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01201188996282945,"score_gpt":0.2802289602959188,"score_spread":0.2682170703330893,"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."}}