{"id":"W2735473364","doi":"10.5489/cuaj.4166","title":"Early clamp release during laparoscopic partial nephrectomy: Implications for preservation of renal function","year":2017,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Nephrectomy; Clamp; Medicine; Renal function; Urology; Surgery; Kidney; Internal medicine; Computer science; Clamping","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007528584,0.0003225257,0.0003550551,0.00028214,0.0001445266,0.0004541728,0.0002652166,0.0002833998,0.0004737638],"category_scores_gemma":[0.002848239,0.0001162982,0.0002720047,0.0002695344,0.0003586458,0.0003853998,0.0002594532,0.0004657206,0.00005594145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002294734,"about_ca_system_score_gemma":0.0002485799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000247723,"about_ca_topic_score_gemma":0.0002901821,"domain_scores_codex":[0.9996481,0.00009494092,0.00006111144,0.00005920843,0.00008644798,0.00005025031],"domain_scores_gemma":[0.9970017,0.0006269056,0.001892086,0.0001202008,0.00008210407,0.0002769515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00274194,0.0001981117,0.944237,0.000155422,0.0001057916,0.002377998,0.0001171262,0.0003977547,0.007863404,0.00004470368,0.0001106288,0.04164999],"study_design_scores_gemma":[0.00003881176,0.002874287,0.9823588,0.00004277921,0.00008735537,0.01097066,0.0001113644,0.000623248,0.002559875,0.00004838122,0.0002722572,0.00001214531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981403,0.001138027,0.000448604,0.00005866806,0.00001344023,0.000007832381,0.00001606577,0.0000102974,0.0001667151],"genre_scores_gemma":[0.999252,0.0003353172,0.0002750802,0.00002528305,0.00004637434,0.000003278799,0.000035494,0.000001652682,0.00002554478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007528584,"threshold_uncertainty_score":0.003981531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03223495337551516,"score_gpt":0.263156138674372,"score_spread":0.2309211852988569,"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."}}