{"id":"W2008594868","doi":"10.1177/0272989x10391671","title":"Overestimation Error and Unnecessary Antibiotic Prescriptions for Acute Cystitis in Adult Women","year":2010,"lang":"en","type":"article","venue":"Medical Decision Making","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medical prescription; Medicine; Acute Cystitis; Antibiotics; Intensive care medicine; Urinary system; Internal medicine; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002215727,0.000226062,0.0003268453,0.00059087,0.0003867183,0.0005761395,0.0003659581,0.0003987555,0.0008935674],"category_scores_gemma":[0.0246056,0.0003019379,0.0003391635,0.0006842267,0.0004987576,0.000369958,0.0004939344,0.0004798236,0.0001259891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001045793,"about_ca_system_score_gemma":0.00115361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04611097,"about_ca_topic_score_gemma":0.03660353,"domain_scores_codex":[0.9976873,0.0008355356,0.0003202543,0.0002066773,0.0007594185,0.0001907475],"domain_scores_gemma":[0.9746378,0.008670513,0.01350708,0.000938997,0.001665066,0.000580526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002849561,0.000005955815,0.9990028,0.00001109877,0.00001444608,0.00003148016,0.000144659,0.0000332525,0.00001982946,0.00000415685,0.00003940901,0.0006643865],"study_design_scores_gemma":[0.000001657782,0.00002968091,0.9991539,0.0000178522,0.00001428584,0.000280357,0.0001521029,0.000225476,0.00003625565,0.00001055227,0.00007472917,0.000003260682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984607,0.0006697407,0.00013172,0.0001970058,0.00000839067,0.000008155257,0.000115495,0.000004337565,0.0004046147],"genre_scores_gemma":[0.9996293,0.0001404207,0.00008953664,0.00003198787,0.000008862022,0.000002646025,0.00005279398,0.000001162399,0.00004340288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04611097,"threshold_uncertainty_score":0.09168512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01523018321820956,"score_gpt":0.3500671135024359,"score_spread":0.3348369302842263,"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."}}