{"id":"W4414992675","doi":"10.1093/oncolo/oyaf276.067","title":"66Patient perceptions of biomarker testing in kidney cancer (KC) from the international kidney cancer coalition (IKCC) global patient survey (GPS)","year":2025,"lang":"en","type":"article","venue":"The Oncologist","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kidney Foundation of Canada; Institute of Cancer Research; Health Care Foundation; Princess Margaret Cancer Centre","funders":"","keywords":"Biomarker; Kidney cancer; Cancer; Precision medicine; Health care; Health professionals; Kidney disease; Personalized 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":[0.0008025932,0.000165942,0.0003633097,0.00007457911,0.0001579684,0.00006736801,0.0005530182,0.0001182777,0.000884144],"category_scores_gemma":[0.001751409,0.0001293025,0.00009617893,0.0004255121,0.0002834143,0.0001524636,0.0001853761,0.0001765786,0.00004335085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001360381,"about_ca_system_score_gemma":0.0005313687,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1807941,"about_ca_topic_score_gemma":0.02621315,"domain_scores_codex":[0.9984612,0.00007702663,0.0007926789,0.0003405015,0.0000578156,0.0002707577],"domain_scores_gemma":[0.9985464,0.0003587603,0.0005519537,0.0003372491,0.000124343,0.0000813537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001121175,0.0001234914,0.9263123,0.000009145428,0.00008621772,5.85074e-7,0.0003403344,0.0004908358,0.00002916174,0.007240271,0.05559501,0.009660554],"study_design_scores_gemma":[0.0006643898,0.00004289137,0.9431617,0.0001411782,0.00001387991,2.708341e-7,0.0001880602,0.00246466,0.00001782865,0.006528277,0.04662983,0.0001470541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9205204,0.001565921,0.0006060007,0.01668886,0.003358048,0.0005367769,0.01354463,0.0000272089,0.04315222],"genre_scores_gemma":[0.9922219,0.000635981,0.0001141416,0.006189989,0.0001359394,0.0001724858,0.0001269127,0.0000102152,0.0003924373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.154581,"threshold_uncertainty_score":0.9915559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07513053520888265,"score_gpt":0.3164717966013362,"score_spread":0.2413412613924536,"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."}}