{"id":"W2050245586","doi":"10.1093/cid/civ142","title":"Pathway to Prevention of Nosocomial Clostridium difficile Infection","year":2015,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Bio-K+ International (Canada); University of Toronto","funders":"Feinberg School of Medicine; Northwestern University","keywords":"Clostridium difficile; Medicine; Clostridium Infections; Microbiology; Cross infection; Clostridiaceae; C difficile; Intensive care medicine; Virology; Antibiotics; Toxin; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006066758,0.0002616164,0.0007617208,0.0002828844,0.00008447542,0.00003582127,0.0001238267,0.0002508388,0.0002485061],"category_scores_gemma":[0.004154314,0.0002373152,0.0005944716,0.0007451586,0.000206952,0.000102188,0.0001880692,0.0004145083,0.0004014338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00024683,"about_ca_system_score_gemma":0.00114923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001571602,"about_ca_topic_score_gemma":0.00005376068,"domain_scores_codex":[0.9970426,0.0002679023,0.001027781,0.0005403439,0.0006830801,0.0004382771],"domain_scores_gemma":[0.9968557,0.0003609797,0.0002191596,0.0005910277,0.0007303872,0.001242761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002649587,0.01371752,0.8440475,0.0004136971,0.0004977137,0.0001070567,0.000136942,0.0002716992,0.01028653,0.0006249443,0.04378549,0.0834613],"study_design_scores_gemma":[0.0244535,0.03242045,0.6583968,0.0008766699,0.001460767,0.00009955411,0.0002666794,0.0005948269,0.188857,0.002046847,0.08909477,0.001432086],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906054,0.0001954796,0.0003259266,0.0005420891,0.0009427991,0.001088707,0.00007589342,0.0002401648,0.005983532],"genre_scores_gemma":[0.9970844,0.000130127,0.00003431715,0.0002441178,0.001290141,0.00009271948,0.00009751485,0.0000442987,0.0009824099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1856507,"threshold_uncertainty_score":0.9677435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.098525550937966,"score_gpt":0.4118561404919595,"score_spread":0.3133305895539935,"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."}}