{"id":"W1531328707","doi":"10.1111/j.1532-5415.2007.01253.x","title":"Optimizing Antimicrobial Use in Nursing Homes: No Longer Optional","year":2007,"lang":"en","type":"letter","venue":"Journal of the American Geriatrics Society","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging","keywords":"Medicine; Nursing homes; Nursing; Antimicrobial; Gerontology; Microbiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0009218368,0.000383065,0.0009466571,0.0005223467,0.0001493179,0.0001187538,0.0004326423,0.0003246279,0.00005279671],"category_scores_gemma":[0.0001709156,0.0002927046,0.001518327,0.00138726,0.0004315605,0.000271462,0.0001300631,0.004185368,0.00001756933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001983906,"about_ca_system_score_gemma":0.0004419321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005348595,"about_ca_topic_score_gemma":7.445881e-7,"domain_scores_codex":[0.9970034,0.0001626939,0.001012106,0.0002948235,0.0009650007,0.0005619741],"domain_scores_gemma":[0.9962373,0.0003279655,0.002333559,0.0005079586,0.0004972913,0.00009595128],"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":[0.0001522006,0.000770709,0.003786391,0.0001298491,0.0004226347,0.0005031592,0.0003466797,0.000864737,0.000247535,0.000001392185,0.9922947,0.0004800482],"study_design_scores_gemma":[0.003973495,0.002374367,0.06005955,0.002628503,0.002755097,0.005707386,0.0006033245,0.0003950066,0.00008866868,0.00003671599,0.9202268,0.00115107],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.371899,0.0008393385,0.007101543,0.6084555,0.008382418,0.001285349,0.00005672284,0.00008530408,0.001894836],"genre_scores_gemma":[0.01132851,0.003944674,0.1494774,0.8078319,0.02273538,0.000007202283,0.00005522921,0.0002719011,0.00434778],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3605705,"threshold_uncertainty_score":0.9999525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841819991709604,"score_gpt":0.2920874580030241,"score_spread":0.2736692580859281,"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."}}