{"id":"W2066180555","doi":"10.1016/j.urology.2013.11.048","title":"Lean Methodology Improves Efficiency in Outpatient Academic Uro-oncology Clinics","year":2014,"lang":"en","type":"article","venue":"Urology","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Internal medicine; Oncology; Family medicine; Medical physics","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":[0.004523765,0.0001653302,0.0005174442,0.0002928342,0.0002286234,1.840809e-7,0.000371886,0.001186367,0.0002471969],"category_scores_gemma":[0.006936542,0.0001481503,0.00006116669,0.00025101,0.0002825737,0.00004948536,0.0001900902,0.001993188,0.0007010894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001319423,"about_ca_system_score_gemma":0.0004012368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004137651,"about_ca_topic_score_gemma":0.0001974057,"domain_scores_codex":[0.9936465,0.003818743,0.001110771,0.0004643186,0.0001455147,0.0008141715],"domain_scores_gemma":[0.9931743,0.005552109,0.0006164388,0.0003846406,0.00008342034,0.0001890503],"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":[0.002406178,0.001362135,0.5490742,0.0003756442,0.00008255427,0.00002619888,0.07449199,0.00343768,0.0103015,0.1563159,0.01231964,0.1898064],"study_design_scores_gemma":[0.003097139,0.002466655,0.06002998,0.00001707383,0.0000374811,0.000006314109,0.001325951,0.00601228,0.00003316592,0.009191834,0.9175665,0.0002156726],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.890247,0.0002452029,0.0686492,0.01705767,0.006782853,0.001125108,0.000006745039,0.0001637686,0.01572244],"genre_scores_gemma":[0.9767427,0.0001281944,0.001097257,0.02088425,0.0003265598,0.0002010686,0.00003047796,0.00002185253,0.0005676305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9052468,"threshold_uncertainty_score":0.9150345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1837944608284517,"score_gpt":0.505000623648863,"score_spread":0.3212061628204113,"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."}}