{"id":"W2626831342","doi":"","title":"The Surgical Management of Kidney Stone Disease in the Province of Ontario: A Population Based Time Series Analysis","year":2013,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Percutaneous nephrolithotomy; Medicine; Kidney stones; Population; Kidney disease; Extracorporeal; Surgery; Percutaneous; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004643013,0.0001898627,0.000258353,0.0007880402,0.000711669,0.000629049,0.0005319437,0.0002463566,0.00114444],"category_scores_gemma":[0.001640499,0.0002405876,0.000518323,0.003467674,0.0003285376,0.000261088,0.0004708468,0.0003573876,0.0001071907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01402703,"about_ca_system_score_gemma":0.01466158,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9783282,"about_ca_topic_score_gemma":0.9825713,"domain_scores_codex":[0.9995353,0.00004339876,0.00003769399,0.00006375732,0.0001871435,0.0001326568],"domain_scores_gemma":[0.9990408,0.00007623995,0.0003432707,0.00004213897,0.0003454458,0.0001520325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005227026,0.00002695633,0.9961901,0.00003548263,0.00007143796,0.00007197821,0.0004216869,0.0002286056,0.0001672532,0.00005153872,0.0006120616,0.002070613],"study_design_scores_gemma":[0.000003657274,0.00001352934,0.9990008,0.000005863932,0.00001279092,0.00001638573,0.000289224,0.000274988,0.00001298065,0.000006182287,0.0003612436,0.000002356632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929686,0.0002239743,0.0001246238,0.0001979509,0.000004771324,0.0000402019,0.005671632,0.000005551039,0.0007626299],"genre_scores_gemma":[0.9960632,0.0003000464,0.0002038222,0.00003234779,0.000005121431,0.00002774627,0.002832573,0.000001890907,0.0005332939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02167177,"threshold_uncertainty_score":0.1017737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006583421536784162,"score_gpt":0.2415854871303397,"score_spread":0.2350020655935555,"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."}}