{"id":"W4390758378","doi":"10.48083/wykk1905","title":"Proceedings from the SIU B2B Uro-Oncology: GU Cancers Triad Virtual Meeting: Five Practice-Changing Advances on the Horizon Summary","year":2023,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Triad (sociology); Horizon; Medicine; General surgery; Psychology; Psychoanalysis; Physics; Astronomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009296077,0.0009479387,0.0008702281,0.001124115,0.001829409,0.004401847,0.001522227,0.003577801,0.06269544],"category_scores_gemma":[0.0140717,0.0004055952,0.001058839,0.0006766823,0.0006314543,0.0019707,0.004853277,0.007419989,0.02343902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002811068,"about_ca_system_score_gemma":0.01152428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00349977,"about_ca_topic_score_gemma":0.01249013,"domain_scores_codex":[0.9962954,0.001145851,0.0002237685,0.0002377426,0.001416439,0.0006807845],"domain_scores_gemma":[0.9747122,0.001669652,0.0006590865,0.0003928516,0.005578558,0.01698771],"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":[0.0001764117,0.00008665893,0.0005022761,0.0003049065,0.00002175874,0.0002118178,0.00005649237,0.0001812952,0.0002353391,0.0007508512,0.933221,0.06425117],"study_design_scores_gemma":[0.0001117116,0.0002275497,0.003494572,0.0008740193,0.00003441133,0.0003493229,0.0003447792,0.0002052743,0.0002511186,0.001089057,0.9929865,0.0000315878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.006476976,0.04793122,0.00287119,0.5900685,0.24376,0.000626846,0.004099167,0.0006011768,0.1035648],"genre_scores_gemma":[0.08520956,0.125595,0.01605851,0.1930731,0.2776395,0.00142812,0.01566681,0.001399267,0.2839302],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.06269544,"threshold_uncertainty_score":0.2097372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03814688306663713,"score_gpt":0.4046779232978723,"score_spread":0.3665310402312352,"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."}}