{"id":"W4405956361","doi":"10.5194/egusphere-2024-3787-cc2","title":"Reply on CEC2","year":2025,"lang":"en","type":"peer-review","venue":"","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"Japan Society for the Promotion of Science; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002250716,0.001128658,0.0009453267,0.001183923,0.002583437,0.004951024,0.002638326,0.02115346,0.2027481],"category_scores_gemma":[0.01802588,0.0005316082,0.001355449,0.0007653546,0.002048751,0.004169498,0.002784243,0.01704512,0.1379264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002668599,"about_ca_system_score_gemma":0.002597772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003424503,"about_ca_topic_score_gemma":0.004912419,"domain_scores_codex":[0.9978334,0.0003757958,0.0001800602,0.0003814121,0.0008897816,0.0003395418],"domain_scores_gemma":[0.9941127,0.001571156,0.0002323089,0.0003607699,0.002557825,0.001165278],"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":[0.00001269569,0.000005348594,0.00002823188,0.00001625684,0.000001346948,0.00005452362,0.000005637713,0.000005311138,0.0000344331,0.0003234735,0.9959997,0.003513119],"study_design_scores_gemma":[0.000008550687,0.000007861929,0.000120048,0.00003706436,0.00000175143,0.00005213805,0.00003317735,0.00002108137,0.00006017241,0.0003650407,0.9992865,0.00000657491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002167412,0.002185944,0.0003670196,0.6570061,0.2920412,0.0001156285,0.0006198476,0.0005215202,0.04692601],"genre_scores_gemma":[0.002685962,0.001657966,0.0003498393,0.7041831,0.0888868,0.0001675472,0.0003108283,0.0002831577,0.2014749],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7972519,"threshold_uncertainty_score":0.67826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04055595280947484,"score_gpt":0.3613032272099114,"score_spread":0.3207472744004366,"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."}}