{"id":"W1996958419","doi":"10.1016/s1569-9056(14)60496-6","title":"504 Pioneering ambulatory PCNL: The Canadian experience","year":2014,"lang":"en","type":"article","venue":"European Urology Supplements","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Ambulatory; General surgery; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006812257,0.0001875633,0.000214237,0.0001364991,0.0006396198,0.000009834224,0.0002771757,0.00008601462,0.0006176451],"category_scores_gemma":[0.0001986505,0.0001384023,0.00006290699,0.0001244807,0.000465585,0.00004214388,0.0001538045,0.0004127981,0.0006920044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004238127,"about_ca_system_score_gemma":0.00007795663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001587458,"about_ca_topic_score_gemma":0.01254126,"domain_scores_codex":[0.9982515,0.0003805186,0.0002594075,0.0003530843,0.0001436812,0.000611807],"domain_scores_gemma":[0.9990835,0.0001184322,0.00006740198,0.0004632479,0.00004716207,0.0002202749],"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":[0.0001841507,0.00008492269,0.8943629,0.000008152624,0.0004932135,0.0004137222,0.00282141,0.00002399567,0.0004869656,0.001479197,0.09729132,0.002350046],"study_design_scores_gemma":[0.0007410961,0.0002589722,0.4790071,6.40338e-7,0.0001099373,0.000104575,0.00004424152,0.00005715013,0.00002730567,0.00004646396,0.5195104,0.00009219498],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9298459,0.0005120497,0.0001513709,0.01394998,0.0007832688,0.0003136118,0.00001255798,0.0001163318,0.05431496],"genre_scores_gemma":[0.9718608,0.00004517241,0.0001102443,0.02694003,0.0004572329,0.00002128178,0.00003058247,0.0000287216,0.000505931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.422219,"threshold_uncertainty_score":0.8894547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01553849002190153,"score_gpt":0.249332708183364,"score_spread":0.2337942181614625,"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."}}