{"id":"W4386467680","doi":"10.1093/jacamr/dlad102","title":"<i>Clostridioides difficile</i> infection in a skilled nursing facility (SNF): cost savings of an automated, standardized probiotic antimicrobial stewardship programme (ASP) policy","year":2023,"lang":"en","type":"article","venue":"JAC-Antimicrobial Resistance","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bio-K+ International (Canada)","funders":"","keywords":"Probiotic; Medicine; Clostridioides; Antibiotics; Antimicrobial stewardship; Enterococcus faecium; Intensive care medicine; Internal medicine; Antibiotic resistance; Microbiology","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"],"consensus_categories":[],"category_scores_codex":[0.00162198,0.0007362326,0.001631419,0.001478687,0.0003405264,0.0001989907,0.0004356658,0.0005502625,0.00004967891],"category_scores_gemma":[0.002123371,0.0007410013,0.0005281012,0.004959523,0.0007857367,0.0003550046,0.0001750907,0.0009997655,0.00009578972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002109891,"about_ca_system_score_gemma":0.002186237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002130229,"about_ca_topic_score_gemma":0.001239789,"domain_scores_codex":[0.993422,0.0005253726,0.001639446,0.001339921,0.001116085,0.001957142],"domain_scores_gemma":[0.9968103,0.000314088,0.0004936856,0.001146591,0.0006997309,0.0005355731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007885641,0.002902737,0.008793339,0.002442589,0.0001743882,0.0003268552,0.001228798,0.0003603459,0.9557241,0.00009078458,0.01010455,0.009965916],"study_design_scores_gemma":[0.0124259,0.0008168837,0.04325934,0.004071312,0.0002354697,0.0001520335,0.0002818097,0.001171077,0.9328589,0.00004545915,0.003640939,0.001040831],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908777,0.00009434878,0.00006667786,0.002018419,0.0003144055,0.003583837,0.0009954987,0.001228034,0.0008210053],"genre_scores_gemma":[0.9961913,0.0005557967,0.0009455769,0.000128158,0.0003152466,0.0001036767,0.0007324836,0.000117197,0.0009105196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.034466,"threshold_uncertainty_score":0.9995041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02569113118096833,"score_gpt":0.3378792354186703,"score_spread":0.3121881042377019,"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."}}