{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005489869,0.0002248454,0.0004327089,0.0002559251,0.00007797576,0.000009701796,0.00004778273,0.0007026644,0.0001492255],"category_scores_gemma":[0.00003766355,0.0002043113,0.00006577616,0.0002593893,0.0001832291,0.00003325754,0.00001265421,0.0007598288,0.00001798201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001908125,"about_ca_system_score_gemma":0.0003744453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002454678,"about_ca_topic_score_gemma":0.0003816248,"domain_scores_codex":[0.9987743,0.0000774689,0.0002838648,0.0004262435,0.0001280524,0.0003100526],"domain_scores_gemma":[0.9993876,0.0002557306,0.00007785828,0.0001360264,0.0001011908,0.00004154304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003656656,0.00009865577,0.9449482,0.0005728867,0.0006050537,0.005485443,0.0004997769,0.001159936,0.00001907074,0.001992044,0.04122611,0.003027176],"study_design_scores_gemma":[0.002440293,0.0003564448,0.8900289,0.0000473078,0.0003157929,0.0002744324,0.00003167982,0.0004151496,3.604164e-7,0.004429012,0.1014263,0.0002343482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1038466,0.0174738,0.0001241194,0.8757648,0.0003737465,0.000552735,0.0006772851,0.0001481415,0.0010387],"genre_scores_gemma":[0.8433045,0.0004074776,0.0001557693,0.1502302,0.0006203247,0.0001916129,0.00481554,0.00004815092,0.0002265263],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7394578,"threshold_uncertainty_score":0.8331572,"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."}}