{"id":"W4281662341","doi":"10.4274/jus.galenos.2021.2021.0056","title":"Repeat Imaging to Avoid Surgery: An Initiative to Reduce-Negative Ureteroscopy in Patients with Ureteral Stones","year":2022,"lang":"en","type":"article","venue":"Journal of Urological Surgery","topic":"Ureteral procedures and complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Ureteroscopy; Surgery; General surgery; Ureter","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":[],"consensus_categories":[],"category_scores_codex":[0.001351563,0.0003372018,0.0005056392,0.0008378784,0.0008676874,0.001272503,0.0008820212,0.0009252531,0.00208499],"category_scores_gemma":[0.009389738,0.0001606262,0.0005500186,0.0004084919,0.0002277847,0.0008959771,0.001124767,0.001554653,0.0002652477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005832835,"about_ca_system_score_gemma":0.002562373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00254422,"about_ca_topic_score_gemma":0.005993817,"domain_scores_codex":[0.999076,0.0003016194,0.0001085677,0.00008086274,0.0002711737,0.0001617021],"domain_scores_gemma":[0.9953307,0.000870562,0.001306844,0.0001137771,0.0005265634,0.001851616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005448677,0.002745279,0.6853068,0.0006182082,0.0001629615,0.001567496,0.001008535,0.0004170335,0.001170187,0.0003044175,0.01404054,0.2921137],"study_design_scores_gemma":[0.0002204548,0.002951175,0.9621733,0.001010001,0.000327453,0.006468146,0.002688103,0.001325206,0.001140401,0.0006879172,0.02091522,0.00009262293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9353254,0.01028735,0.002779395,0.03165425,0.0006228123,0.0004174547,0.0001865777,0.0003086866,0.01841806],"genre_scores_gemma":[0.9794236,0.004133971,0.008560712,0.004696102,0.00122647,0.0002224889,0.0002550192,0.00003607474,0.001445446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00254422,"threshold_uncertainty_score":0.007147849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03515148038833066,"score_gpt":0.2844800502957259,"score_spread":0.2493285699073953,"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."}}