{"id":"W2128792822","doi":"","title":"To treat or not to treat: managing bacteriuria in elderly people","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Bacteriuria; Medicine; Intensive care medicine; Nursing homes; Elderly people; Urinary system; Gerontology; Nursing; Internal medicine","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003052074,0.000342974,0.0004246338,0.0006179468,0.00008552454,0.00009286778,0.0002294251,0.00005449524,0.0009187147],"category_scores_gemma":[0.0002257572,0.0002971488,0.00008983212,0.001738051,0.00001764059,0.0002060442,0.0001496036,0.0002394827,0.001050962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005179687,"about_ca_system_score_gemma":0.00006083514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003521423,"about_ca_topic_score_gemma":0.0004772603,"domain_scores_codex":[0.9970416,0.0001099603,0.0004498569,0.0006491586,0.0003397628,0.001409647],"domain_scores_gemma":[0.9982698,0.00006216917,0.00006057093,0.0007327063,0.0000580659,0.000816717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01019324,0.007894466,0.4387121,0.0005623242,0.0002000166,0.01157787,0.02120281,0.0007702681,0.005212188,0.000389876,0.03000886,0.4732759],"study_design_scores_gemma":[0.001946114,0.00135032,0.75019,0.00009935576,0.0001122677,0.0002041585,0.0001709542,0.00001435003,0.001005191,0.000004277849,0.2446045,0.0002985087],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483866,0.00003280901,0.0002772062,0.01031744,0.0004755893,0.001813449,0.000008543489,0.0002574584,0.03843087],"genre_scores_gemma":[0.9485466,0.0003317436,0.0006849981,0.002304578,0.0003682962,0.0002480357,0.00002125523,0.00009475091,0.04739973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4729774,"threshold_uncertainty_score":0.9999946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0222688672061113,"score_gpt":0.2573524432565372,"score_spread":0.2350835760504259,"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."}}