{"id":"W4220965877","doi":"10.52733/kcj20n1-gu2","title":"ASCO GU22 – Kidney Cancer Highlights","year":2022,"lang":"en","type":"article","venue":"Kidney Cancer Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; CancerCare Manitoba","funders":"","keywords":"Kidney cancer; Cancer; Prostate cancer; Medicine; Genitourinary system; Renal cell carcinoma; Bladder cancer; Kidney; Oncology; Internal medicine; Gynecology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000256506,0.0003248307,0.0005013196,0.0002284704,0.0009172831,0.00007598964,0.0003025285,0.00007383998,0.04247131],"category_scores_gemma":[0.00006797825,0.0002683831,0.000300935,0.0004340849,0.00007049117,0.0001844371,0.0001310345,0.0009526822,0.00006048058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001674448,"about_ca_system_score_gemma":0.005376547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001281702,"about_ca_topic_score_gemma":0.00003445677,"domain_scores_codex":[0.9973163,0.0001307038,0.0004610124,0.0004162841,0.001022582,0.0006531398],"domain_scores_gemma":[0.9973786,0.00001888524,0.0002463202,0.0003526488,0.0001790045,0.001824491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007189355,0.0003436088,0.02818994,0.00006378184,0.0008803623,0.0005438877,0.00100799,0.00006833616,0.00375179,0.0001584337,0.9544262,0.009846764],"study_design_scores_gemma":[0.006488939,0.0005076224,0.007081742,0.0002107394,0.0005865236,0.001191712,0.0001308869,0.00003847006,0.003847377,0.0003156259,0.9792795,0.0003209248],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2090616,0.05413372,0.0004405609,0.5631772,0.04967294,0.003491757,0.006649819,0.0007767513,0.1125956],"genre_scores_gemma":[0.8009039,0.01108663,0.0006815032,0.1167283,0.009528727,0.001306567,0.0001617401,0.0002627939,0.05933983],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5918422,"threshold_uncertainty_score":0.9999768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02028934703914708,"score_gpt":0.3071120769885514,"score_spread":0.2868227299494043,"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."}}