{"id":"W3002848604","doi":"10.5489/cuaj.6024","title":"Pediatric bladder augmentation – Panacea or Pandora’s box?","year":2020,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Urological Disorders and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Bladder augmentation; Surgery; Cystoscopy; Bladder stone; Complication; Urinary diversion; Vesicoureteral reflux; Retrospective cohort study; Urinary system; Urinary bladder disease; Urinary bladder; Bladder cancer; Cystectomy; Reflux","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000190509,0.0001497001,0.0002760875,0.00009133181,0.0002320094,0.00007575382,0.00008505061,0.0002380413,0.003904518],"category_scores_gemma":[0.0009917833,0.00009819591,0.0001435016,0.0003281893,0.0000166977,0.00009406823,0.00001256037,0.0004580064,0.0003162511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004130299,"about_ca_system_score_gemma":0.0004249397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002519559,"about_ca_topic_score_gemma":0.0002230699,"domain_scores_codex":[0.9985344,0.0001222873,0.0003207146,0.0002198565,0.0003520046,0.0004507171],"domain_scores_gemma":[0.998242,0.0001022125,0.0002039279,0.00006002919,0.0001566726,0.00123519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000264289,0.0001009052,0.9506571,0.000004745785,0.0001813166,0.0004453826,0.0001388892,0.00003239685,0.00001961436,0.00005545274,0.04540479,0.002695069],"study_design_scores_gemma":[0.003885131,0.001760572,0.9391145,0.000001862755,0.0004008703,0.00008374689,0.0001196778,0.0002806387,0.000006471992,0.0004295377,0.05374596,0.0001710776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8713551,0.0004600077,0.0002375969,0.1231227,0.0002410278,0.000370129,0.00004762536,0.00007163391,0.004094252],"genre_scores_gemma":[0.9667957,0.0002772169,0.0002395884,0.03147298,0.0006269123,0.000008608591,0.00004281224,0.00001187247,0.0005242589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0954407,"threshold_uncertainty_score":0.9970061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0270447175300042,"score_gpt":0.2468728334440234,"score_spread":0.2198281159140192,"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."}}