{"id":"W3194804370","doi":"10.1111/bju.15581","title":"Outcomes in robot‐assisted partial nephrectomy for imperative vs elective indications","year":2021,"lang":"en","type":"article","venue":"British Journal of Urology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Nephrectomy; Surgery; Propensity score matching; Renal function; Blood loss; Body mass index; Urology; Internal medicine; Kidney","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007318308,0.0001320851,0.0002864769,0.0004466727,0.0001677952,0.0003864821,0.0001924903,0.0002175554,0.001029435],"category_scores_gemma":[0.003360347,0.0000942909,0.0003862589,0.0004135203,0.0002376389,0.0003014863,0.0003959464,0.0002938366,0.0001001742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001868274,"about_ca_system_score_gemma":0.0001850279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002283142,"about_ca_topic_score_gemma":0.0004584265,"domain_scores_codex":[0.9995548,0.0001179204,0.00007710035,0.00008498139,0.0001011682,0.00006398259],"domain_scores_gemma":[0.9972878,0.0004702699,0.001770877,0.00008801518,0.00008697866,0.0002959897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005454954,0.00004147513,0.9952908,0.00004007425,0.00009766805,0.0002107295,0.00004971318,0.00009130243,0.0003200705,0.00003610893,0.00008319661,0.003193484],"study_design_scores_gemma":[0.0000248374,0.0004952795,0.9970738,0.00001247115,0.00004663769,0.001620822,0.0001082972,0.0002942585,0.0001180437,0.00005569671,0.0001456402,0.000004392155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993722,0.0002468316,0.00007783896,0.00001896316,0.00000552118,0.000004562889,0.0001117243,0.000001226757,0.0001611818],"genre_scores_gemma":[0.9996296,0.0000614787,0.00004466046,0.0000113609,0.00001120524,0.000004281168,0.0002086715,6.65778e-7,0.00002802852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001029435,"threshold_uncertainty_score":0.003870308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260079091965786,"score_gpt":0.2973468308618579,"score_spread":0.2747460399422,"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."}}