{"id":"W2793896404","doi":"10.1128/cmr.00021-17","title":"Understanding Clostridium difficile Colonization","year":2018,"lang":"en","type":"review","venue":"Clinical Microbiology Reviews","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":312,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Clostridium difficile; Colonization; Transmission (telecommunications); Medicine; Intensive care medicine; Psychological intervention; Diarrhea; Antibiotics; C difficile; Disease; Internal medicine; Microbiology; Biology; Nursing","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002934191,0.001003544,0.007350162,0.0003957688,0.0002538375,0.00005834307,0.0006570909,0.002312632,0.001481662],"category_scores_gemma":[0.003221173,0.0007087332,0.003131838,0.001142382,0.001154703,0.00004504278,0.0004832964,0.002275133,0.0083196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001361477,"about_ca_system_score_gemma":0.001706965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003674128,"about_ca_topic_score_gemma":0.000006698509,"domain_scores_codex":[0.9912327,0.001814537,0.004175453,0.001654717,0.00008570565,0.001036883],"domain_scores_gemma":[0.9948813,0.001385217,0.001370433,0.001588898,0.0002409533,0.0005332531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001250679,0.0007891951,0.00003567412,0.03099639,0.0008683408,0.00004800238,0.00001405718,2.561274e-8,0.0001206477,0.0001624135,0.476935,0.4899052],"study_design_scores_gemma":[0.0007403543,0.001317437,4.060799e-7,0.01905933,0.002697104,0.0007167695,0.000006403288,0.000002357945,0.00001965069,0.0000140388,0.9748414,0.0005847407],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003446311,0.9910048,0.0001408141,0.0001828065,0.001751307,0.004410017,0.0002100237,0.0001403014,0.002125467],"genre_scores_gemma":[0.000007482614,0.9904499,0.0002174566,0.0004037551,0.002974931,0.0001950228,0.002325866,0.0001592684,0.003266341],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4979064,"threshold_uncertainty_score":0.9995364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4776745752929679,"score_gpt":0.4816306447468177,"score_spread":0.003956069453849798,"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."}}