{"id":"W4310463524","doi":"10.1097/ju.0000000000003078","title":"This Month in Adult Urology","year":2022,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lithotripsy; Randomized controlled trial; Laser lithotripsy; Urology; Prostate; Laser; Ablation; Surgery; Internal medicine; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006773211,0.001186229,0.001248608,0.00150375,0.001684266,0.004311864,0.0006781294,0.001923314,0.822324],"category_scores_gemma":[0.004139606,0.0004626421,0.0009908613,0.001371964,0.0005407528,0.002434278,0.002346127,0.00295993,0.6472362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006571866,"about_ca_system_score_gemma":0.001118944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001273461,"about_ca_topic_score_gemma":0.004359988,"domain_scores_codex":[0.999297,0.00007875005,0.00005926174,0.0001334725,0.0002796544,0.0001518199],"domain_scores_gemma":[0.9964961,0.0003200785,0.0001951247,0.0002304415,0.0008603438,0.001897914],"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":[0.00003130946,0.00004207531,0.0002288128,0.0001221113,0.000005418337,0.00009397215,0.00001544984,0.00001344178,0.0001241541,0.0003806502,0.9527186,0.04622389],"study_design_scores_gemma":[0.000008841809,0.00002434534,0.0005699383,0.0001889388,0.000002156294,0.0001958128,0.00003503556,0.00001107993,0.00005183696,0.000135783,0.9987703,0.000005921262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001341669,0.01017434,0.000590321,0.01250946,0.07949871,0.0001752303,0.001866628,0.002406846,0.8914369],"genre_scores_gemma":[0.003057718,0.004989175,0.0003873949,0.006643096,0.01052933,0.00005118477,0.0008384333,0.0005639312,0.9729398],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.822324,"threshold_uncertainty_score":0.2534331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02071558948887681,"score_gpt":0.3035743511983859,"score_spread":0.2828587617095091,"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."}}