{"id":"W2792663325","doi":"10.1016/j.eururo.2018.03.001","title":"Active Surveillance for Stage I Testicular Cancer: A Four-decade–old Experiment Proven Correct","year":2018,"lang":"en","type":"letter","venue":"European Urology","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Testicular cancer; Stage (stratigraphy); Gynecology; Cancer; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001481316,0.000548941,0.0007615627,0.0001252806,0.0001147271,0.00002766285,0.0002532337,0.0002941402,0.0004284939],"category_scores_gemma":[0.0004614242,0.0004584675,0.0003312602,0.00009568383,0.0002033723,0.00002887772,0.000134512,0.0006481927,0.0002673447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002009917,"about_ca_system_score_gemma":0.0002287001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001132157,"about_ca_topic_score_gemma":0.000008828813,"domain_scores_codex":[0.9972771,0.0003779009,0.0003645719,0.000978374,0.0002884717,0.0007135482],"domain_scores_gemma":[0.9980978,0.0003250909,0.0003683778,0.0007768511,0.0002412762,0.0001905751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008218234,0.0002621081,0.00455511,0.0002813883,0.00121274,0.007943931,0.0001534298,0.000007047986,0.00027833,0.000007328597,0.9794386,0.005038148],"study_design_scores_gemma":[0.003106435,0.002704958,0.01461276,0.00007674586,0.0007340357,0.0001766208,0.000008474301,0.00009519345,0.0002148489,0.00001307719,0.9778475,0.0004093644],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0985689,0.02177945,0.002190173,0.8099083,0.01000389,0.01893599,0.009854179,0.001766411,0.02699269],"genre_scores_gemma":[0.1382421,0.0002657877,0.00119338,0.8045012,0.01641119,0.001262846,0.003757884,0.0007946967,0.03357095],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03967315,"threshold_uncertainty_score":0.9997867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03417891286108005,"score_gpt":0.3015697377736466,"score_spread":0.2673908249125665,"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."}}