{"id":"W2157569916","doi":"10.1093/ndt/17.10.1786","title":"Cancer screening and life expectancy of Canadian patients with kidney failure","year":2002,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Eastern Ontario Training Board","funders":"","keywords":"Medicine; Life expectancy; Population; Breast cancer; Cervical cancer; Breast cancer screening; Cancer screening; Cancer; Kidney disease; Obstetrics; Gynecology; Mammography; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005019812,0.0001194535,0.0002736288,0.0004052178,0.00008074119,0.000007248344,0.00004435875,0.0001100473,0.0004194857],"category_scores_gemma":[0.00002291378,0.000101985,0.00004329314,0.0004599353,0.00008204338,0.0001331718,0.000002395909,0.0001089776,0.000003142935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002804438,"about_ca_system_score_gemma":0.0000859616,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03488456,"about_ca_topic_score_gemma":0.1095149,"domain_scores_codex":[0.9991152,0.00003348999,0.0002053014,0.0002166739,0.0002023949,0.0002269882],"domain_scores_gemma":[0.9993075,0.00002780104,0.00008265419,0.0001109106,0.0001296642,0.0003414537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004531487,0.00002914704,0.9912021,0.00007264452,0.0002527336,0.00002718954,0.002051198,0.00008531749,0.0006047801,0.00004580878,0.001479796,0.003696098],"study_design_scores_gemma":[0.004047508,0.0003701693,0.9904858,0.0001776843,0.001094379,0.0000167086,0.0001657082,0.0003893604,0.0004495724,0.000007207716,0.002630783,0.0001651447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995513,0.0003980191,0.0004380689,0.002526504,0.00002558694,0.0001971375,0.00008511041,0.00001987009,0.0007966774],"genre_scores_gemma":[0.9944249,0.0006390439,0.001422854,0.003262635,0.00005579283,0.0000259512,0.0001374146,0.0000111486,0.00002028781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07463033,"threshold_uncertainty_score":0.9715422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02626163425825436,"score_gpt":0.2508286802834774,"score_spread":0.2245670460252231,"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."}}