{"id":"W3135479165","doi":"10.1177/17571774211012780","title":"An evaluation of toxigenic <i>Clostridioides difficile</i> positivity as a patient outcome metric of antimicrobial stewardship in Saudi Arabia","year":2021,"lang":"en","type":"article","venue":"Journal of Infection Prevention","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health","funders":"","keywords":"Clostridioides; Antimicrobial stewardship; Medicine; Clostridium difficile; C difficile; Diarrhea; Stewardship (theology); Metric (unit); Incidence (geometry); Antimicrobial; Intensive care medicine; Internal medicine; Emergency medicine; Microbiology; Antibiotic resistance; Antibiotics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002215675,0.0002389799,0.000301407,0.001157056,0.0002644027,0.0008995445,0.0003355703,0.0003616978,0.0006730888],"category_scores_gemma":[0.006472085,0.0001278628,0.0003531966,0.001243313,0.0003064291,0.0005169959,0.0006893562,0.0003672874,0.0001195254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009960026,"about_ca_system_score_gemma":0.0008181788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008051984,"about_ca_topic_score_gemma":0.004866473,"domain_scores_codex":[0.9987565,0.0004490212,0.0002454674,0.0001062976,0.0003180177,0.0001246167],"domain_scores_gemma":[0.9895685,0.001358136,0.005998648,0.0001992158,0.002217234,0.0006581136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002150276,0.00003034292,0.9965186,0.00005539419,0.00002594652,0.00006991138,0.0002503453,0.00007634249,0.0002565269,0.00001481902,0.0000608486,0.002425976],"study_design_scores_gemma":[0.000005240003,0.0005469627,0.9973522,0.00003027383,0.0000269536,0.0003141693,0.0008021561,0.0003729703,0.0002840823,0.000009010689,0.0002496686,0.000006247352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989786,0.0003063335,0.00009267915,0.00006154979,0.000004284128,0.00001606017,0.0003033235,0.000001993169,0.0002352134],"genre_scores_gemma":[0.9996048,0.00008619447,0.0001031316,0.00001512808,0.00000371767,0.00000534195,0.000153295,5.482528e-7,0.00002794069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008051984,"threshold_uncertainty_score":0.01601022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04527260869099013,"score_gpt":0.3672334678661294,"score_spread":0.3219608591751393,"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."}}