{"id":"W4388862431","doi":"10.4081/aiua.2023.11723","title":"Endophytic to total tumour volume ratio: An added variable to patients with T1b/T2 renal tumours undergoing partial nephrectomy","year":2023,"lang":"en","type":"article","venue":"Archivio Italiano di Urologia e Andrologia","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Thunder Bay Regional Health Sciences Centre","funders":"","keywords":"Nephrectomy; Medicine; Radiological weapon; Volume (thermodynamics); Kidney; Urology; Surgery; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003679289,0.0006303209,0.0008067201,0.0005077595,0.0002950419,0.0001178133,0.0003541131,0.0001640342,0.000210168],"category_scores_gemma":[0.0004280773,0.0004932458,0.0001546264,0.001372566,0.0001450903,0.0002743936,0.0003085984,0.0004330906,0.001182557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001714633,"about_ca_system_score_gemma":0.0004000887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001917299,"about_ca_topic_score_gemma":0.0001079813,"domain_scores_codex":[0.9956963,0.0002786676,0.000593235,0.001246929,0.000735723,0.001449129],"domain_scores_gemma":[0.9975165,0.000273657,0.0001582609,0.0008667933,0.0001977544,0.0009870123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006109233,0.0009109575,0.9590759,0.00007131483,0.0003212801,0.001552613,0.0006211504,0.008372267,0.01527739,0.0003832478,0.005922029,0.001382601],"study_design_scores_gemma":[0.004227706,0.01631335,0.9720695,0.00007819851,0.0003330683,0.0001566942,0.00006496353,0.001365287,0.003970934,0.0002082201,0.0005981207,0.000613953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992703,0.00001925839,0.001200566,0.0009248346,0.0002953458,0.002298381,0.0001181829,0.0005641313,0.001876296],"genre_scores_gemma":[0.9916601,0.000004131601,0.003691596,0.001461165,0.0002629376,0.0006412922,0.0006700322,0.0001042564,0.001504491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0154024,"threshold_uncertainty_score":0.9997519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01436544494820225,"score_gpt":0.2355149858879955,"score_spread":0.2211495409397932,"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."}}