{"id":"W2077578991","doi":"10.1086/522676","title":"The Emerging Infectious Challenge of Clostridium difficile-Associated Disease in Massachusetts Hospitals: Clinical and Economic Consequences","year":2007,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":318,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Clostridium difficile; Emergency medicine; Cohort; Retrospective cohort study; Pediatrics; Intensive care medicine; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.004886446,0.0002540562,0.0009310562,0.0002171474,0.0002074574,0.00001681172,0.00007482483,0.0003024611,0.00001645838],"category_scores_gemma":[0.006177874,0.0001906812,0.0002089579,0.0001540821,0.001316952,0.00008375665,0.00007540076,0.0006188639,0.000007224367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001375716,"about_ca_system_score_gemma":0.0001835961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002243793,"about_ca_topic_score_gemma":0.001267053,"domain_scores_codex":[0.9968425,0.0005215915,0.001346574,0.0005108227,0.0001348936,0.0006436125],"domain_scores_gemma":[0.9938754,0.004953706,0.0004041515,0.0002559033,0.0001341085,0.0003767603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000617357,0.0002713075,0.9751011,0.00004501404,0.0001759964,0.00004099798,0.00005396266,0.00003045816,0.0001501661,0.002433145,0.0001708132,0.02090972],"study_design_scores_gemma":[0.004429423,0.001894361,0.9872297,0.00008146626,0.000117829,0.00001707503,0.00007644466,0.001938439,0.0001152354,0.002318809,0.001563221,0.0002179936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768973,0.005251723,0.00009554211,0.01589305,0.0005941347,0.0006981992,0.00003061936,0.00005147807,0.0004879648],"genre_scores_gemma":[0.9859334,0.01348226,0.000007945718,0.0002022376,0.0002676111,0.0000396865,0.00001146082,0.00001912982,0.00003632612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02069173,"threshold_uncertainty_score":0.7775753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02906338805791504,"score_gpt":0.3524033905068239,"score_spread":0.3233400024489089,"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."}}