{"id":"W2099990216","doi":"10.1503/cmaj.071812","title":"Patterns of antibiotic use and risk of hospital admission because of Clostridium difficile infection","year":2008,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":167,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; Jewish General Hospital","funders":"Pfizer Canada; Sanofi; AstraZeneca; Pfizer","keywords":"Medicine; Clostridium difficile; Clindamycin; Antibiotics; Internal medicine; Confidence interval; Relative risk; Microbiology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0007592129,0.0001297848,0.0004594977,0.0003706793,0.0001273121,0.00001131985,0.00008357798,0.0003506763,0.0006371055],"category_scores_gemma":[0.005611205,0.0001132969,0.0001643597,0.0003070894,0.00009348412,0.0001075622,0.00002911311,0.0007690081,0.000004090435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003657637,"about_ca_system_score_gemma":0.002241802,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01870293,"about_ca_topic_score_gemma":0.003393499,"domain_scores_codex":[0.9972486,0.0001634214,0.00069761,0.0001545038,0.001401374,0.000334504],"domain_scores_gemma":[0.9969007,0.0002945707,0.0005558472,0.0001506922,0.0009360873,0.001162066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005386813,0.0002522859,0.989599,0.00009108321,0.0002135718,0.0001479478,0.0002721784,0.000002851688,0.002686886,0.000008832287,0.003382101,0.00328934],"study_design_scores_gemma":[0.002240207,0.001110127,0.9156916,0.0004634091,0.0001787887,0.0003165464,0.0001849023,0.0001855436,0.07721603,0.000004612915,0.002279901,0.0001282975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997999,0.0001849302,0.00002164474,0.001115037,0.0002462548,0.0001701517,0.000165275,0.000006392201,0.00009129076],"genre_scores_gemma":[0.9931636,0.006279832,0.00003602228,0.00005330509,0.0003072348,7.259105e-7,0.00001720607,0.00001571317,0.0001263554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07452915,"threshold_uncertainty_score":0.9878316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01514867339593412,"score_gpt":0.2553483055443049,"score_spread":0.2401996321483708,"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."}}