{"id":"W2133050123","doi":"10.1093/annonc/mdq466","title":"Evolution in management of testicular seminoma: population-based outcomes with selective utilization of active therapies","year":2010,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia; BC Cancer Agency","funders":"","keywords":"Seminoma; Medicine; Testicular cancer; Population; Cohort; Radiation therapy; Chemotherapy; Internal medicine; Surgery; Gynecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001000545,0.0001403276,0.0004673215,0.0006470365,0.0004189938,0.0007852711,0.0004012564,0.0005855865,0.001066132],"category_scores_gemma":[0.004909404,0.0001446557,0.0006750103,0.001180483,0.0005186885,0.001120633,0.0006954104,0.000616916,0.0001347975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005475604,"about_ca_system_score_gemma":0.0004820091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002914641,"about_ca_topic_score_gemma":0.004578867,"domain_scores_codex":[0.999228,0.0002256386,0.00007513319,0.0001692479,0.0001296751,0.0001722051],"domain_scores_gemma":[0.9969171,0.0006112683,0.001538108,0.0002274144,0.0002866285,0.0004195252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002855049,0.00003071581,0.9970325,0.000003826359,0.00007011105,0.00006819417,0.00005330051,0.000137696,0.0001473507,0.00002393412,0.00003831728,0.002108538],"study_design_scores_gemma":[0.000005943743,0.0002022565,0.9989642,0.000001998512,0.00003708401,0.0003115747,0.0001299056,0.0001805409,0.000037713,0.00005032773,0.00007510778,0.000003247604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989412,0.0003080684,0.00007580693,0.00008439214,0.000004842046,0.000004937367,0.0001269035,0.000003384825,0.000450366],"genre_scores_gemma":[0.9996744,0.00007076054,0.00002192494,0.0000207077,0.000008034833,0.00000169842,0.0001638674,0.0000016943,0.00003690026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002914641,"threshold_uncertainty_score":0.005795419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04108127153693527,"score_gpt":0.3689397026561321,"score_spread":0.3278584311191968,"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."}}