{"id":"W2626327171","doi":"","title":"HISTOPATHOLOGICAL ANALYSIS OF PERITUMORAL PSEUDOCAPSULE AND SURGICAL MARGIN STATUS AFTER ENDOSCOPIC ROBOT-ASSISTED SIMPLE ENUCLEATION (ERASE) FOR RENAL CELL CARCINOMA.","year":2016,"lang":"en","type":"article","venue":"Florence Research (University of Florence)","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Enucleation; Renal cell carcinoma; Surgical margin; Margin (machine learning); Surgery; Radiology; Pathology; Resection","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006468343,0.0002018019,0.0007057257,0.0008499924,0.0001750751,0.00001383841,0.0002021718,0.0001513085,0.001109638],"category_scores_gemma":[0.0001260676,0.0001595378,0.0002958548,0.0009463502,0.001064295,0.0001905622,0.0002012008,0.0001978856,0.000009565063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003783571,"about_ca_system_score_gemma":0.0002975092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000568665,"about_ca_topic_score_gemma":0.0001497641,"domain_scores_codex":[0.9973879,0.000280758,0.000292348,0.0006195166,0.0007805247,0.0006389188],"domain_scores_gemma":[0.9979559,0.00042395,0.0001437027,0.0004617198,0.0006063936,0.0004083076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006460832,0.0009547108,0.7387365,0.0006822326,0.000424139,0.001879461,0.002569418,0.00001888895,0.2104501,0.0004350855,0.0006985624,0.03669005],"study_design_scores_gemma":[0.003580067,0.002068347,0.9838065,0.00009264857,0.0005931134,0.00001595227,0.0008466205,0.001037935,0.007268219,0.00009064563,0.0004445428,0.0001554212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961486,0.0004363155,0.001561837,0.0003930568,0.00002841179,0.0005970353,0.0002619506,0.00002012237,0.0005526612],"genre_scores_gemma":[0.9945882,0.0002080436,0.00415446,0.000004475019,0.00003602983,0.000009331661,0.0001322392,0.00001216891,0.000855068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.24507,"threshold_uncertainty_score":0.9998035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05472370229425481,"score_gpt":0.2984333126573643,"score_spread":0.2437096103631095,"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."}}