{"id":"W142255272","doi":"10.1155/2012/919513","title":"A Cohort Study for the Derivation and Validation of a Clinical Prediction Scale for Hospital-Onset<i>Clostridium difficile</i>Infection","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Clostridium difficile; Cohort; Retrospective cohort study; Receiver operating characteristic; Internal medicine; Emergency medicine; Pediatrics; Antibiotics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.007629797,0.0008126365,0.0004741439,0.000610723,0.001213255,0.001073756,0.0008607038,0.0005982835,0.001479982],"category_scores_gemma":[0.01257643,0.0006365815,0.0009940346,0.0005901254,0.0003922756,0.0009362712,0.001157001,0.001065832,0.0005338661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006028503,"about_ca_system_score_gemma":0.001465717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004408075,"about_ca_topic_score_gemma":0.005052524,"domain_scores_codex":[0.9973726,0.001231022,0.0001956778,0.0004550849,0.0005109608,0.0002345338],"domain_scores_gemma":[0.9929335,0.001346882,0.001390889,0.00229762,0.001219115,0.0008120383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009647725,0.0004955087,0.9950804,0.000009266373,0.0001161466,0.0001463459,0.0002440192,0.00004260671,0.0003734984,0.00006443368,0.0003118795,0.002151176],"study_design_scores_gemma":[0.0006123609,0.004627212,0.9880623,0.00004617485,0.0002257232,0.001352041,0.00088474,0.001889801,0.000443289,0.0001031732,0.001720219,0.00003300484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982744,0.00005960456,0.0007995815,0.00003834,0.00003188978,0.0002231219,0.0003607562,0.000005728024,0.0002065707],"genre_scores_gemma":[0.9970059,0.00005508972,0.001325788,0.00007637954,0.00003287487,0.0002606105,0.0009936147,0.000007753481,0.0002419467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007629797,"threshold_uncertainty_score":0.04035068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03505695540020531,"score_gpt":0.3270573140917223,"score_spread":0.292000358691517,"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."}}