{"id":"W2034711615","doi":"10.1002/cncr.22871","title":"Active surveillance for selected patients with renal masses","year":2007,"lang":"en","type":"article","venue":"Cancer","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":142,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Asymptomatic; Comorbidity; Medical record; Surgery; Kidney disease; Renal function; 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":[],"consensus_categories":[],"category_scores_codex":[0.00004814124,0.0001029985,0.0001628731,0.000039318,0.0000351195,0.000004535427,0.00002781695,0.00003694963,0.00007755275],"category_scores_gemma":[0.00002980117,0.00006972282,0.00003071196,0.0001753676,0.0000279536,0.00003055279,0.000005764498,0.00005664703,0.000004412642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000306353,"about_ca_system_score_gemma":0.0001316411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004695059,"about_ca_topic_score_gemma":0.0002215091,"domain_scores_codex":[0.9993249,0.000007081458,0.00009579657,0.0001853766,0.0001611934,0.000225717],"domain_scores_gemma":[0.9992926,0.00006780769,0.00005487466,0.0001234807,0.0003690654,0.00009214417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003777311,0.0001195877,0.9761415,0.00004788591,0.0001671302,0.00001609281,0.00009784956,0.00000540856,0.002227114,0.000008859234,0.00190639,0.01548488],"study_design_scores_gemma":[0.002988637,0.0006177936,0.9354907,0.00004153969,0.00005015498,0.000002468096,0.00001357644,0.00000526947,0.04841468,0.000005053066,0.01228485,0.00008522112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966204,0.0002416803,0.0005803017,0.0001076425,0.0000775458,0.0006289371,0.00004280813,0.00003401804,0.00166663],"genre_scores_gemma":[0.9974698,0.00001171385,0.001137121,0.0001337972,0.0001445047,0.00008844431,0.00008736338,0.00002193268,0.0009053451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04618757,"threshold_uncertainty_score":0.2843214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01447488582927784,"score_gpt":0.276453383847873,"score_spread":0.2619784980185951,"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."}}