{"id":"W3213351952","doi":"10.1097/mou.0000000000000942","title":"Management of stage I testicular cancer","year":2021,"lang":"en","type":"article","venue":"Current Opinion in Urology","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Testicular cancer; Orchiectomy; Stage (stratigraphy); Adjuvant; Cancer; Adjuvant 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002761714,0.00007612395,0.0001680233,0.00004986554,0.00001007437,0.000001911364,0.00003186971,0.00003102571,0.0004047591],"category_scores_gemma":[0.00002343222,0.00006866957,0.00005581162,0.0001538976,0.00003453261,0.00001282841,0.00005004567,0.00006760184,0.00001277487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003115458,"about_ca_system_score_gemma":0.00007087004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001427799,"about_ca_topic_score_gemma":0.000001044781,"domain_scores_codex":[0.9993649,0.00002943646,0.0001686468,0.0001911049,0.0001064128,0.0001394861],"domain_scores_gemma":[0.9996237,0.00002060122,0.00004916003,0.0001917738,0.00005187699,0.00006284856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001121327,0.00192599,0.9170212,0.001654643,0.0002371009,0.000365562,0.00004851164,0.0002686562,0.00009173086,0.007010276,0.0006459337,0.07061828],"study_design_scores_gemma":[0.002782622,0.0001431962,0.9517924,0.0003122503,0.0001625,0.00002285327,0.00003674573,0.0003927361,0.0001188901,0.0002548542,0.04390123,0.00007968605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7973359,0.1923147,0.0008309077,0.001760243,0.005645612,0.0007155282,0.0001262539,0.00005885526,0.001211917],"genre_scores_gemma":[0.9949459,0.004328215,0.0003136421,0.00004016239,0.00006545091,0.00006477556,0.0001249004,0.000009465639,0.0001075257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1976099,"threshold_uncertainty_score":0.4431829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05429412550307573,"score_gpt":0.3871303463627842,"score_spread":0.3328362208597084,"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."}}