{"id":"W3111755521","doi":"10.1017/ice.2020.1282","title":"Reliability of nonlocalizing signs and symptoms as indicators of the presence of infection in nursing-home residents","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; McMaster University","funders":"","keywords":"Medicine; Nursing homes; Antibiotics; Nursing; Public health; Drug; Intensive care medicine; Antibiotic resistance; Family medicine; Pharmacology","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":[],"consensus_categories":[],"category_scores_codex":[0.000558913,0.0001088905,0.0005418774,0.00008281699,0.00005669998,0.000001106838,0.00006251536,0.0002696896,0.00001248322],"category_scores_gemma":[0.001962718,0.00007636865,0.00008386228,0.0001987049,0.00105715,0.00006682885,0.00004453959,0.0002321901,0.000001591567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001561149,"about_ca_system_score_gemma":0.00003784858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00271142,"about_ca_topic_score_gemma":0.00006922024,"domain_scores_codex":[0.9983504,0.0006230492,0.00059448,0.0002410903,0.00002587116,0.0001651039],"domain_scores_gemma":[0.9984741,0.0008407416,0.0004681849,0.0001338939,0.00005847234,0.00002463659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001968593,0.0001107824,0.9806749,0.000113857,0.00005144513,2.236493e-7,0.0004474307,0.00009243245,0.01336097,0.002201813,0.00004473101,0.002704574],"study_design_scores_gemma":[0.001085467,0.001034963,0.9918345,0.000189323,0.0000448104,0.000004631361,0.00003232137,0.00008885336,0.003485702,0.002040876,0.00008345587,0.00007515056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955931,0.001826745,0.0008585224,0.0009521742,0.0003223619,0.0002717542,0.00001115991,0.0000114778,0.0001526503],"genre_scores_gemma":[0.9992816,0.0005352198,0.000009754576,0.0001363314,0.00001543873,0.000003782093,0.000001997855,0.000004811902,0.00001109826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01115956,"threshold_uncertainty_score":0.4098875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007425651288018006,"score_gpt":0.2639682849109313,"score_spread":0.2565426336229133,"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."}}