{"id":"W4387882019","doi":"10.1097/ju9.0000000000000075","title":"JU Open Plus: Section Meetings—Science, Practice Improvement, and Networking","year":2023,"lang":"en","type":"article","venue":"JU Open Plus","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Renal cell carcinoma; Nephrectomy; General surgery; Surgery; Kidney; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001865227,0.00019402,0.0003598698,0.0001617977,0.0004525833,0.0007527579,0.0005037508,0.0000702086,0.00006444041],"category_scores_gemma":[0.0002284242,0.0001600392,0.00003949929,0.001022543,0.0001080394,0.001028296,0.001749606,0.0002159439,0.000132801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006761433,"about_ca_system_score_gemma":0.0005531239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003899604,"about_ca_topic_score_gemma":0.0001546347,"domain_scores_codex":[0.9980311,0.000062639,0.0003084787,0.0006427934,0.000485041,0.0004699635],"domain_scores_gemma":[0.9987428,0.000169065,0.0002216759,0.0004607632,0.0001635844,0.0002421247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0118694,0.001217828,0.03309591,0.001081008,0.001897472,0.005539436,0.02018415,0.0009847963,0.1964666,0.002657575,0.2565209,0.4684849],"study_design_scores_gemma":[0.0204161,0.004391993,0.05945953,0.0009188639,0.001282688,0.00102814,0.009457369,0.01939598,0.02289139,0.0004111044,0.8592406,0.001106256],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6303234,0.0003995167,0.00003402135,0.004545054,0.001298957,0.003944955,0.000004869506,0.0001367358,0.3593125],"genre_scores_gemma":[0.9748982,0.0002710824,0.001509896,0.001506997,0.0006071504,0.0002224077,0.00003974521,0.00004281933,0.02090175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6027197,"threshold_uncertainty_score":0.7258862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06219622735550482,"score_gpt":0.3643948948353389,"score_spread":0.302198667479834,"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."}}