{"id":"W4224928602","doi":"10.1016/j.euros.2022.03.010","title":"Safety of Minimizing Intensity of Follow-up on Active Surveillance for Clinical Stage I Testicular Germ Cell Tumors","year":2022,"lang":"en","type":"article","venue":"European Urology Open Science","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network; Queen's University","funders":"","keywords":"Seminoma; Medicine; Stage (stratigraphy); Exact test; Germ cell tumors; Radiology; Intensity (physics); Testicular cancer; Internal medicine; Oncology; Cancer; Nuclear medicine; Chemotherapy","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":[0.003019083,0.0001856671,0.000539994,0.0003127616,0.0002443788,0.0003272696,0.0003999959,0.0003154309,0.0008075875],"category_scores_gemma":[0.01266331,0.00008687917,0.0005497435,0.0004047304,0.0002246056,0.0004109657,0.0004352568,0.0005368182,0.00008963651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005382608,"about_ca_system_score_gemma":0.0006631918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000907516,"about_ca_topic_score_gemma":0.001606917,"domain_scores_codex":[0.9980331,0.001185544,0.0001388415,0.0001863746,0.0003142447,0.0001418657],"domain_scores_gemma":[0.992336,0.002886193,0.002667935,0.0007995508,0.0004709638,0.0008394201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05330036,0.002513362,0.5713726,0.0003472739,0.000658754,0.0001783872,0.0005257156,0.003106904,0.00300632,0.0002264547,0.0006992039,0.3640648],"study_design_scores_gemma":[0.001071787,0.04938354,0.9417155,0.0001177606,0.000373625,0.0003095352,0.0002604977,0.003275633,0.00153194,0.0002684663,0.001671239,0.00002050596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977899,0.000914004,0.0003287364,0.0001241881,0.00002672311,0.00004253514,0.00009638425,0.000009056289,0.0006684549],"genre_scores_gemma":[0.9991579,0.0002144122,0.000233466,0.00006193022,0.00003897734,0.00003449409,0.0001437665,0.000002864272,0.0001122488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003019083,"threshold_uncertainty_score":0.01596659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06027231671867522,"score_gpt":0.3591512781301655,"score_spread":0.2988789614114902,"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."}}