{"id":"W4386830927","doi":"10.1097/ju9.0000000000000061","title":"JU Open Plus: The Train to Seoul","year":2023,"lang":"en","type":"article","venue":"JU Open Plus","topic":"Urological Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Neck of urinary bladder; Radiology; Surgery; Urinary bladder","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":["insufficient_payload"],"category_scores_codex":[0.000303593,0.0001403081,0.0003220053,0.00003644738,0.0001761515,0.0001894588,0.0007722511,0.00006971835,0.001208681],"category_scores_gemma":[0.0001214512,0.00007645462,0.00006484264,0.0004168848,0.00003708376,0.00009663596,0.0009685756,0.0001349913,0.003657186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007269066,"about_ca_system_score_gemma":0.000132586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001366122,"about_ca_topic_score_gemma":0.000302331,"domain_scores_codex":[0.9989347,0.00005620154,0.0001720733,0.000326123,0.0001965886,0.0003143462],"domain_scores_gemma":[0.999244,0.00008696433,0.00003372174,0.0004368214,0.00002769817,0.0001707664],"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":[0.002167424,0.000640657,0.005989841,0.00004228833,0.0006165343,0.001441847,0.00616319,0.0002264817,0.000308878,0.004258212,0.8953463,0.08279829],"study_design_scores_gemma":[0.01092717,0.001689013,0.1915141,0.00007637355,0.0002246689,0.00003876668,0.002142215,0.0009598691,0.000105423,0.003595462,0.7883953,0.0003315922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4965179,0.0001765507,0.00004444465,0.1016078,0.0003202571,0.005880931,0.00007331715,0.0001472465,0.3952316],"genre_scores_gemma":[0.8784823,0.00004164191,0.0002720904,0.01540956,0.00007674198,0.000374704,0.00009500564,0.00002821259,0.1052197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3819644,"threshold_uncertainty_score":0.9997044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1317443063461436,"score_gpt":0.4057785298341202,"score_spread":0.2740342234879765,"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."}}