{"id":"W4387320122","doi":"10.48083/xbcx3386","title":"Kidney Cancer Screening and Epidemiology","year":2022,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overdiagnosis; Medicine; Intensive care medicine; Lung cancer screening; Cancer screening; Stage (stratigraphy); Cancer; Kidney disease; Kidney cancer; Disease; Epidemiology; Renal cell carcinoma; Dipstick; False positive paradox; Lung cancer; Oncology; Internal medicine; Urinary system; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0008791805,0.0001345807,0.0003058162,0.0001545234,0.0003414111,0.00001511169,0.0001504749,0.00005327047,0.003509246],"category_scores_gemma":[0.0008256013,0.0001127642,0.0001561713,0.0000844676,0.0000922238,0.00006917279,0.0002174031,0.0007732486,0.000004082929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003898711,"about_ca_system_score_gemma":0.0002567703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005546304,"about_ca_topic_score_gemma":0.000001929295,"domain_scores_codex":[0.9985225,0.0002621388,0.0003706409,0.0002315069,0.000334055,0.000279202],"domain_scores_gemma":[0.9987952,0.000440599,0.0002631058,0.000113651,0.0001290144,0.0002584867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005367203,0.0001340866,0.9328854,0.00001393827,0.000626892,0.0004990424,0.0002149328,0.0007612524,0.0008455575,0.000698921,0.03838922,0.02439402],"study_design_scores_gemma":[0.004955976,0.001398721,0.7508252,0.00004073008,0.0002805806,0.009868643,0.0008548565,0.002417615,0.0002740652,0.005043985,0.2237843,0.0002553719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9426556,0.005320875,0.0009028417,0.04433744,0.001018225,0.0001958755,0.0000566978,0.00004501302,0.005467493],"genre_scores_gemma":[0.9777618,0.0008350335,0.002862114,0.01350714,0.0006027644,0.00008385125,0.00005327157,0.00001623052,0.004277785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1853951,"threshold_uncertainty_score":0.9974017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1206602587060311,"score_gpt":0.3840650633284202,"score_spread":0.263404804622389,"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."}}