{"id":"W4387845247","doi":"10.1016/j.euf.2023.10.008","title":"Is Engineered Tissue the Future of Bladder Reconstruction: Con","year":2023,"lang":"en","type":"article","venue":"European Urology Focus","topic":"Tissue Engineering and Regenerative Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Tissue engineering; Surgery; Intensive care medicine; Urology; Biomedical engineering","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":[0.0002717405,0.000126641,0.0002233988,0.0001144736,0.0000534976,0.00000283137,0.00009520321,0.00005742623,0.0004544825],"category_scores_gemma":[0.00005086349,0.00007784414,0.00005402131,0.0003238715,0.0001805137,0.00001427941,0.00003281613,0.0002747217,0.0004998646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006637853,"about_ca_system_score_gemma":0.00001792501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002696316,"about_ca_topic_score_gemma":9.611942e-7,"domain_scores_codex":[0.9991974,0.0001072947,0.0002077631,0.0001817895,0.0001171234,0.0001886107],"domain_scores_gemma":[0.9994475,0.00005775793,0.00005019024,0.0003142363,0.0000599545,0.0000703713],"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":[0.0002142555,0.00008386649,0.002165513,0.0001086645,0.0009701537,0.001199714,0.004172066,0.000763656,0.1225617,0.003159808,0.4338925,0.4307081],"study_design_scores_gemma":[0.001284777,0.0006646591,0.03722918,0.00002432028,0.0001658058,0.0009330081,0.00020305,0.0004083537,0.01340205,0.00003058187,0.9455334,0.0001208375],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7807199,0.07447009,0.002649306,0.1005563,0.008774515,0.0008106824,0.00004089346,0.001006336,0.03097196],"genre_scores_gemma":[0.9799281,0.0003297608,0.0001764661,0.0002421267,0.00226294,0.000004102435,0.00001353985,0.00004115429,0.01700178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5116408,"threshold_uncertainty_score":0.6424915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01293495626937347,"score_gpt":0.2442863847414484,"score_spread":0.231351428472075,"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."}}