{"id":"W2792975772","doi":"10.21037/jlpm.2018.02.05","title":"Laboratory diagnosis of Clostridium difficile infection","year":2018,"lang":"en","type":"article","venue":"Journal of Laboratory and Precision Medicine","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Consortium canadien en neurodégénérescence associée au vieillissement; American College of Gastroenterology","keywords":"Clostridium difficile; Pseudomembranous colitis; Microbiology; Medicine; Antibiotic-associated diarrhea; Diarrhea; Asymptomatic carrier; Antibiotics; Toxic megacolon; Outbreak; Anaerobic bacteria; Clostridium difficile toxin A; Clostridium; Virology; Disease; Internal medicine; Biology; Bacteria","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001271477,0.0009364104,0.001226815,0.002812647,0.0005073514,0.0009482883,0.0007655082,0.0006749388,0.006781859],"category_scores_gemma":[0.005273779,0.0001782689,0.000501851,0.002019319,0.0003232583,0.000593668,0.0006572971,0.0009152963,0.002965272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006827472,"about_ca_system_score_gemma":0.001019787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002958707,"about_ca_topic_score_gemma":0.001546053,"domain_scores_codex":[0.9975333,0.0005306589,0.0003823713,0.000281769,0.001023989,0.0002479882],"domain_scores_gemma":[0.9970582,0.0003918438,0.0005021205,0.0001707647,0.001540289,0.0003368317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001999888,0.001501903,0.5636355,0.002675635,0.0003804345,0.01665932,0.0006708133,0.0006518508,0.03786167,0.003088179,0.110697,0.2601779],"study_design_scores_gemma":[0.0003801757,0.003191808,0.5604894,0.005591313,0.0006698541,0.0537232,0.001340068,0.003684964,0.03795962,0.004422321,0.3282982,0.0002492414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4569274,0.1442497,0.05729647,0.01729305,0.006550778,0.003851042,0.02809061,0.004516022,0.2812249],"genre_scores_gemma":[0.8715445,0.03611346,0.03707493,0.01132868,0.002317411,0.001119682,0.01981981,0.000207515,0.02047411],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.006781859,"threshold_uncertainty_score":0.02268755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02545555787124973,"score_gpt":0.3295067629626379,"score_spread":0.3040512050913882,"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."}}