{"id":"W3204116422","doi":"10.5489/cuaj.7246","title":"Utilization of imaging for active surveillance in testicular cancer: Is real-world practice concordant with guidelines?","year":2021,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Ottawa; Ottawa Hospital; Queen's University","funders":"Cancer Care Ontario; Canadian Urological Association","keywords":"Medicine; Seminoma; Testicular cancer; Population; Abdomen; Stage (stratigraphy); Orchiectomy; Cohort; Cancer; Radiology; Surgery; Internal medicine; Chemotherapy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.001633885,0.00008415366,0.0002157551,0.00116203,0.0004536819,0.001115488,0.000826049,0.0003053582,0.0007315299],"category_scores_gemma":[0.01391155,0.0001588194,0.0002088721,0.003790332,0.0006185156,0.0005282674,0.0004470481,0.000303,0.00007096301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004567349,"about_ca_system_score_gemma":0.006604284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.441537,"about_ca_topic_score_gemma":0.5697885,"domain_scores_codex":[0.996914,0.0006201534,0.000424625,0.0003614638,0.001329129,0.0003505414],"domain_scores_gemma":[0.9801977,0.002058628,0.01350067,0.00061176,0.002638256,0.0009930662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007889007,0.000003897721,0.9979972,0.00001708085,0.00001403198,0.00001595661,0.0001944505,0.00002149848,0.00002074344,0.00001401871,0.0001299312,0.001563321],"study_design_scores_gemma":[0.000001329869,0.00001315542,0.9991165,0.00002327136,0.000007845666,0.00005490255,0.0003291358,0.0001118908,0.00001644716,0.000009345604,0.0003140169,0.000002338684],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942588,0.00103857,0.0001253597,0.000931197,0.000009140485,0.00002864349,0.001666312,0.00000972264,0.001932334],"genre_scores_gemma":[0.9990239,0.0002563703,0.0001154804,0.00005331537,0.000008112905,0.000007136994,0.0004879928,0.000001391301,0.00004635907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.441537,"threshold_uncertainty_score":0.8779339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03526320133443182,"score_gpt":0.3430962057106724,"score_spread":0.3078330043762406,"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."}}