{"id":"W2009295339","doi":"10.1046/j.1440-1673.2002.01060.x","title":"Management preferences following radical inguinal orchidectomy for Stage I testicular seminoma in Australasia","year":2002,"lang":"en","type":"article","venue":"Australasian Radiology","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"Royal Australian and New Zealand College of Radiologists","keywords":"Medicine; Seminoma; Pelvis; Stage (stratigraphy); Radiology; Abdomen; General surgery; Surgery; Chemotherapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001061155,0.0002910988,0.0005043793,0.0002248675,0.000074665,0.00002140451,0.0001484012,0.0001774839,0.0003965105],"category_scores_gemma":[0.0001382057,0.0002519725,0.0002570222,0.0002275377,0.000129798,0.00006831784,0.00003279522,0.0002029539,0.00006813235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001416261,"about_ca_system_score_gemma":0.00003330402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002765505,"about_ca_topic_score_gemma":0.00000926791,"domain_scores_codex":[0.9981405,0.00006385356,0.0004012128,0.0005529561,0.0001821309,0.0006593398],"domain_scores_gemma":[0.9991368,0.0001242625,0.00008098635,0.0003347228,0.00002048047,0.000302727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002077072,0.001053302,0.9618066,0.0002973372,0.0007727324,0.0093536,0.0002055644,0.00005333421,0.000248073,0.00163728,0.002374684,0.02198979],"study_design_scores_gemma":[0.008340086,0.001100121,0.9804446,0.0002331083,0.0006811638,0.0006902736,0.0002157803,0.0008982372,0.0001191768,0.0005382993,0.006400226,0.0003388964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946494,0.0006279107,0.0001926261,0.0005349668,0.0001972444,0.001230123,0.00003373165,0.00009556369,0.002438466],"genre_scores_gemma":[0.9891163,0.00003133087,0.008034756,0.0001003666,0.0001255025,0.000239979,0.0001061143,0.00003080842,0.002214868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0216509,"threshold_uncertainty_score":0.9999933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02869531293628557,"score_gpt":0.2966237646705148,"score_spread":0.2679284517342292,"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."}}