{"id":"W2766887807","doi":"10.1056/jg201112090000003","title":"Predictors of Clostridium difficile Infection or Colonization During Hospitalization","year":2011,"lang":"en","type":"article","venue":"Journal watch","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Clostridium difficile; Medicine; Asymptomatic; Colonization; Diarrhea; Asymptomatic carrier; Internal medicine; Prospective cohort study; Microbiology; Antibiotics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003997969,0.0002317014,0.0003367648,0.0003639195,0.0006220855,0.0006087291,0.0002438068,0.0004325094,0.001580129],"category_scores_gemma":[0.003496382,0.0001940244,0.0003333824,0.0007381855,0.0003239383,0.0003540352,0.0004252082,0.0009319857,0.0001644079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004766081,"about_ca_system_score_gemma":0.0008158408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02313083,"about_ca_topic_score_gemma":0.02807707,"domain_scores_codex":[0.9994647,0.00009686744,0.00003926611,0.00007219924,0.0001133812,0.000213505],"domain_scores_gemma":[0.9971546,0.0004669454,0.001112685,0.00009119476,0.0002475654,0.0009269185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001058599,0.00001868652,0.9993352,0.000002766561,0.00001143877,0.00003533298,0.00001877759,0.00002150563,0.00005568448,0.000006179474,0.00005952246,0.0003288944],"study_design_scores_gemma":[0.000004976095,0.00006777774,0.9995738,0.000004208125,0.000008344373,0.00009727398,0.00007285881,0.00007365347,0.00002318903,0.000007986128,0.00006301821,0.000003010281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989184,0.0002763973,0.00003159329,0.00004716189,0.000007583351,0.000006564903,0.0002619225,0.000003073808,0.0004473175],"genre_scores_gemma":[0.9995545,0.0000728319,0.00002364921,0.00001678391,0.00001008543,0.000003026936,0.0002452965,0.000001192304,0.00007270601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02313083,"threshold_uncertainty_score":0.04599237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03326081166987406,"score_gpt":0.2824375966380215,"score_spread":0.2491767849681475,"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."}}