{"id":"W4413417272","doi":"10.58931/cot.2025.2238","title":"Management of Stage I–II Testicular Germ Cell Tumours: Current Treatment Paradigm and Future Perspectives","year":2025,"lang":"en","type":"article","venue":"Canadian oncology today.","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Germ cell; Stage (stratigraphy); Current (fluid); Medicine; Cancer research; Biology; Engineering; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.00004355083,0.000203909,0.000365865,0.0002163154,0.0001370006,0.000008260559,0.00005980216,0.00009001942,0.0001538362],"category_scores_gemma":[0.00001017431,0.0001688186,0.0001033476,0.00017755,0.0001292755,0.00002526302,0.00003014258,0.00008699529,0.000007985847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001266859,"about_ca_system_score_gemma":0.001138762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004325262,"about_ca_topic_score_gemma":0.003933969,"domain_scores_codex":[0.9990216,0.00003932671,0.0001865788,0.0003436531,0.00008788832,0.0003209215],"domain_scores_gemma":[0.9990508,0.00003531158,0.00007571659,0.0002970243,0.00005135314,0.0004898104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000336482,0.005482782,0.351609,0.001132283,0.001980169,0.01027552,0.003277089,0.00001987176,0.00006023232,0.06699617,0.005106776,0.5537236],"study_design_scores_gemma":[0.004766028,0.001578705,0.5952982,0.0002051615,0.00180488,0.00003734772,0.003140579,0.00004767737,0.0001150735,0.000331957,0.3924866,0.0001877734],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8693026,0.09474737,0.00002017642,0.007606658,0.0004366123,0.001345119,0.0002456024,0.00004564447,0.02625025],"genre_scores_gemma":[0.9930077,0.003366634,0.0004941191,0.0001645664,0.00008769093,0.00008635596,0.00006161114,0.00001451092,0.002716766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5535358,"threshold_uncertainty_score":0.6884223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00975194719520876,"score_gpt":0.2957172050190887,"score_spread":0.2859652578238799,"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."}}