{"id":"W2110400634","doi":"10.1503/cmaj.1040836","title":"Clostridium difficile: a formidable foe","year":2004,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal General Hospital","funders":"","keywords":"Clostridium difficile; Outbreak; Clostridium Infections; Microbiology; Clostridium; Medicine; Virology; Biology; Bacteria; Antibiotics","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001718567,0.0006091124,0.00114776,0.001040305,0.0006042938,0.0003619883,0.0006771062,0.005038898,0.02281767],"category_scores_gemma":[0.003899354,0.0005569474,0.0007580236,0.0008113479,0.0001223135,0.0001320596,0.00007667648,0.01619046,0.002136373],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01338231,"about_ca_system_score_gemma":0.04352555,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008327875,"about_ca_topic_score_gemma":0.007675093,"domain_scores_codex":[0.9889497,0.0002280696,0.0012312,0.0006099094,0.006577379,0.002403705],"domain_scores_gemma":[0.9932376,0.000363682,0.0005340196,0.000505414,0.001526155,0.003833163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000267093,0.00006620494,0.000315686,0.0001493193,0.0004315639,0.02237641,0.0000456873,0.000001459724,0.00003058789,0.00001516035,0.9701856,0.006355611],"study_design_scores_gemma":[0.002719126,0.0003167388,0.0001111913,0.0007000105,0.0002456007,0.005736516,0.00007617557,0.00004025431,0.0005902065,0.0001076792,0.9888492,0.0005073187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006666557,0.0009165116,0.00001560808,0.9690074,0.00209406,0.0006292547,0.0002654975,0.00007852035,0.02032655],"genre_scores_gemma":[0.005732145,0.001189478,0.00006963695,0.9183555,0.04762829,0.00004933755,0.0006191237,0.0001909933,0.02616552],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05065197,"threshold_uncertainty_score":0.9996882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01421358189267905,"score_gpt":0.2628171399844341,"score_spread":0.2486035580917551,"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."}}