{"id":"W2783278576","doi":"10.1186/s12894-018-0315-x","title":"Sociodemographic correlates of urine culture test utilization in Calgary, Alberta","year":2018,"lang":"en","type":"article","venue":"BMC Urology","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"Canadian Institutes of Health Research; Calgary Laboratory Services","keywords":"Medicine; Poisson regression; Urine; Demography; Immigration; Census; Urinalysis; Test (biology); Per capita; Gerontology; Environmental health; Internal medicine; Population; Geography; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001148157,0.00009804705,0.0001862755,0.000242191,0.00003333512,0.000002137559,0.00006083332,0.0001437802,0.0003625108],"category_scores_gemma":[0.0002650605,0.00008751749,0.00005071243,0.0003793456,0.0002055808,0.00004196531,0.00004569063,0.0001475709,0.00008336356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002175628,"about_ca_system_score_gemma":0.00003174527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002381094,"about_ca_topic_score_gemma":0.001764006,"domain_scores_codex":[0.9992763,0.00004635379,0.0002367558,0.0001899855,0.00007976088,0.0001708787],"domain_scores_gemma":[0.9994268,0.0001387393,0.00008274182,0.0002317208,0.00008125207,0.00003878532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001089521,0.001349041,0.9949685,0.00005602247,0.00001643069,0.000008086814,0.0002650539,0.00001416178,0.0002712746,0.001790264,0.0009777459,0.0001744924],"study_design_scores_gemma":[0.001382115,0.004874419,0.9687481,0.000008916845,0.0001457699,0.0001043139,0.00003821829,0.003672503,0.0002246443,0.0005375483,0.02017227,0.00009120155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706538,0.0002701287,0.001319407,0.0006511344,0.0002441306,0.0003866476,0.000001490648,0.00004843679,0.02642488],"genre_scores_gemma":[0.9968726,0.00003170286,0.0004122502,0.0002882078,0.00007978563,0.00001900174,0.0000323624,0.00001292367,0.002251177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02622039,"threshold_uncertainty_score":0.3969239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02421421371941909,"score_gpt":0.2855037400739617,"score_spread":0.2612895263545427,"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."}}