{"id":"W6944734745","doi":"10.20381/ruor-28748","title":"Estimating Prognosis of Patients with Kidney Cancer","year":2023,"lang":"en","type":"article","venue":"uO Research (University of Ottawa)","topic":"Wood and Agarwood Research","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kidney cancer; Renal cell carcinoma; Hazard ratio; Proportional hazards model; Renal function; Risk assessment; Overall survival; Cancer; Baseline (sea); Prognostic model","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004547308,0.00008688367,0.0001913312,0.0003256033,0.0002659282,0.00001358395,0.0005524788,0.000079677,0.001601626],"category_scores_gemma":[0.0002280017,0.00008496158,0.00006075853,0.001103482,0.0004135955,0.0001479784,0.0003429033,0.0003471556,0.00004746822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006861212,"about_ca_system_score_gemma":0.0003015334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003981133,"about_ca_topic_score_gemma":0.0001237101,"domain_scores_codex":[0.9979022,0.00005663381,0.0001037113,0.0002642453,0.001193253,0.0004799209],"domain_scores_gemma":[0.9985977,0.0001667721,0.00007779184,0.0002659097,0.0006552312,0.00023661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003721173,0.0002733498,0.9553151,0.001208436,0.000144242,0.00004086958,0.0006896562,0.00008605399,0.009818009,0.0003208913,0.02268836,0.009377884],"study_design_scores_gemma":[0.009573677,0.001051691,0.7745651,0.002764524,0.0001095007,0.000001453554,0.00980785,0.01855623,0.1118577,0.0004549249,0.07028337,0.0009739441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748617,0.000006544318,0.00001255834,0.0008267377,0.00001764117,0.0001441435,0.0002123589,0.00005540391,0.02386293],"genre_scores_gemma":[0.9909783,0.00002267243,0.00107225,0.00000312507,0.00003512451,0.000002222485,0.0000778038,0.00001718199,0.007791336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1807499,"threshold_uncertainty_score":0.999311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04222432530672049,"score_gpt":0.3055862134541705,"score_spread":0.26336188814745,"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."}}