{"id":"W4246016450","doi":"10.1111/iju.13744","title":"Educational Lecture","year":2018,"lang":"en","type":"article","venue":"International Journal of Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Library science; Medicine; Citation; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006108107,0.00005033391,0.0001024478,0.0001267907,0.00001604694,0.000007045438,0.0001166261,0.00004334399,0.002199081],"category_scores_gemma":[0.00008624824,0.00003758024,0.00007151311,0.00003713707,0.00007682344,0.00004694988,0.00001359645,0.0001081006,0.00008977346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005485123,"about_ca_system_score_gemma":0.0002707707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007136353,"about_ca_topic_score_gemma":0.000004832598,"domain_scores_codex":[0.9994543,0.00001571417,0.0001784116,0.00005961974,0.0002203103,0.00007161863],"domain_scores_gemma":[0.9990595,0.00003621927,0.0001097121,0.00005149558,0.0006828395,0.00006022123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0156335,0.003165447,0.483687,0.00002051502,0.006821071,0.001386125,0.002650928,0.00004434803,0.05378607,0.01770999,0.1706855,0.2444096],"study_design_scores_gemma":[0.007007532,0.005262216,0.3496536,0.00004004595,0.0003153778,0.01873398,0.00002742712,0.0000694883,0.008992354,0.02636182,0.5833867,0.0001494556],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7934079,0.001537109,0.004598196,0.1437342,0.01005175,0.0001282063,0.00001625903,0.00001497355,0.04651141],"genre_scores_gemma":[0.9897416,0.00004030658,0.000819515,0.005052233,0.003869581,9.676789e-7,0.000003912723,0.000006100352,0.0004658278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4127012,"threshold_uncertainty_score":0.998713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01342278365127065,"score_gpt":0.3352413415344345,"score_spread":0.3218185578831639,"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."}}