{"id":"W4386783029","doi":"10.21037/tau-23-391","title":"Redefining surveillance strategies: innovations in testicular cancer care","year":2023,"lang":"en","type":"letter","venue":"Translational Andrology and Urology","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Testicular cancer; Cancer; Medicine; Data science; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0119008,0.0008963208,0.001621714,0.001059453,0.005384095,0.006754929,0.002785339,0.05968908,0.01174859],"category_scores_gemma":[0.0350103,0.0007392601,0.001804773,0.001075393,0.008049619,0.01094295,0.004936603,0.05942198,0.003140315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007714079,"about_ca_system_score_gemma":0.01362418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008527705,"about_ca_topic_score_gemma":0.02210891,"domain_scores_codex":[0.9916365,0.003222394,0.001127759,0.0008480398,0.001994475,0.001170921],"domain_scores_gemma":[0.9704611,0.01742995,0.001460413,0.0006527771,0.003471172,0.006524588],"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":[0.00007251048,0.000131391,0.001616305,0.0003090214,0.00002992584,0.003044137,0.000397838,0.0003748429,0.0004356597,0.01991947,0.9293836,0.04428528],"study_design_scores_gemma":[0.0001996621,0.0001396123,0.001931362,0.001305948,0.00005249654,0.00411141,0.001354296,0.001143287,0.0002043461,0.04863781,0.9408169,0.000102804],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0001399409,0.0025617,0.0001378523,0.9902481,0.005797621,0.000004514789,0.000008853694,0.000009721155,0.001091701],"genre_scores_gemma":[0.004136199,0.005603086,0.0008054847,0.912985,0.07390815,0.00002622589,0.00002019734,0.00001484374,0.002500729],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05968908,"threshold_uncertainty_score":0.06293821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02519669973263124,"score_gpt":0.3003553079442186,"score_spread":0.2751586082115873,"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."}}