{"id":"W2493090131","doi":"10.1007/978-1-59259-972-1","title":"Urinary Stone Disease","year":2007,"lang":"en","type":"book","venue":"Humana Press eBooks","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, Irvine; University of California, San Francisco; Case Western Reserve University; Saint Luke's Health System; University of Rochester; Cleveland Clinic Foundation; Cleveland Clinic; Queen's University; Cedars-Sinai Medical Center; Wake Forest University; Kaiser Permanente","keywords":"Urinary system; Medicine; Disease; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001017719,0.000549024,0.0007027855,0.0002158069,0.0001354173,0.00002967584,0.0001972713,0.000355282,0.0002398076],"category_scores_gemma":[0.00001841974,0.0004836934,0.0003944541,0.000007681403,0.0002144443,0.00002810769,0.0001708934,0.0005382889,0.0001451834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002644898,"about_ca_system_score_gemma":0.0004366609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005354799,"about_ca_topic_score_gemma":0.000001491252,"domain_scores_codex":[0.9978044,0.00002495923,0.0004261413,0.0006432442,0.0006126569,0.0004885694],"domain_scores_gemma":[0.9977227,0.00003900708,0.0001998159,0.00107724,0.000102703,0.00085856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004893502,0.002298831,0.0003551067,0.005066765,0.004161344,0.02549218,0.001066069,0.000001585998,0.00001325924,0.1049942,0.7081101,0.1435471],"study_design_scores_gemma":[0.001948415,0.0003577654,0.003665487,0.0006792273,0.001719942,0.00009786372,0.000003134565,0.000005554074,0.00002533842,0.001268463,0.9898083,0.0004205137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002630197,0.02026181,0.00001077137,0.00003791013,0.0003386742,0.001053955,0.0001285887,0.0002291211,0.9776762],"genre_scores_gemma":[0.001705902,0.0004326836,0.00009861722,0.001051455,0.001062777,0.00007609131,0.0005277161,0.0001695369,0.9948752],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2816982,"threshold_uncertainty_score":0.9997615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06562640382237478,"score_gpt":0.3177978330561729,"score_spread":0.2521714292337982,"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."}}