{"id":"W2899703247","doi":"10.5489/cuaj.5532","title":"A new model for delivering care for lower urinary tract symptoms","year":2018,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Emergency department; Lower urinary tract symptoms; Integrated care; Medical record; Health care; Emergency medicine; Multidisciplinary approach; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00030542,0.0001319905,0.0002073252,0.0002059851,0.0004749032,0.00006867229,0.00009562914,0.0001926155,0.0002643002],"category_scores_gemma":[0.0003828662,0.00012038,0.0002224896,0.0001135006,0.00001691244,0.0001332267,0.00001174026,0.0002579527,0.00002892034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0017334,"about_ca_system_score_gemma":0.0006115535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002790164,"about_ca_topic_score_gemma":0.0003995768,"domain_scores_codex":[0.9988397,0.00002370483,0.0002643854,0.0001950368,0.0001799771,0.0004971706],"domain_scores_gemma":[0.9984537,0.0001042068,0.0001627422,0.0001094902,0.0005104049,0.0006594021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003288482,0.004159421,0.52979,0.0002775999,0.002486066,0.0006969052,0.005941432,0.01139174,0.0003147963,0.006225272,0.3066601,0.1287681],"study_design_scores_gemma":[0.005824478,0.02253159,0.1922873,0.00005700711,0.0007486788,0.001076116,0.0002201291,0.07198071,0.0000217614,0.003179971,0.7015632,0.0005090596],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7585575,0.000399297,0.2068214,0.02225614,0.001767169,0.002068841,0.0001453929,0.0001421163,0.007842142],"genre_scores_gemma":[0.9853934,0.00001406399,0.00703874,0.003107685,0.001579318,0.00004488739,0.00002473668,0.00002205984,0.002775119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3949031,"threshold_uncertainty_score":0.4908955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01807979994681861,"score_gpt":0.258333516315098,"score_spread":0.2402537163682794,"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."}}