{"id":"W2196766354","doi":"10.1016/j.juro.2015.12.082","title":"Treatment and Clinical Outcomes of Patients with Teratoma with Somatic-Type Malignant Transformation: An International Collaboration","year":2015,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Somatic cell; Malignant transformation; Transformation (genetics); Oncology; General surgery; Internal medicine; Pathology; Genetics","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":[0.0001078496,0.00006464621,0.0001998749,0.0000393903,0.00001643697,0.00000581219,0.00003739784,0.00002496382,0.00000913573],"category_scores_gemma":[0.00003475735,0.00002650685,0.00002212209,0.00004571207,0.00006396152,0.0001228888,0.000003648137,0.00003653423,7.462334e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002452616,"about_ca_system_score_gemma":0.0001541562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000746299,"about_ca_topic_score_gemma":0.00001593855,"domain_scores_codex":[0.9994085,0.0000802227,0.0002624243,0.0000407896,0.0001572631,0.00005082049],"domain_scores_gemma":[0.9991137,0.00005415926,0.0002388694,0.00008517529,0.0004107171,0.00009742716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004408232,0.0007742004,0.9915361,0.000003034861,0.0005564217,0.00002327906,0.0006339423,0.00003235558,0.000003544091,0.00005129689,0.000006223301,0.001971411],"study_design_scores_gemma":[0.008669541,0.01874047,0.9708508,0.000008781448,0.0009061996,0.0002133978,0.0002082917,0.0001735592,0.00001756918,0.00004418552,0.00014026,0.0000268933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982808,0.00008583806,0.0001286922,0.001204022,0.00008021522,0.0001654085,0.000008862333,0.000002852342,0.00004334807],"genre_scores_gemma":[0.9993035,0.000046098,0.0005070541,0.00008754122,0.00002677074,8.651658e-7,0.00001536824,0.000004792411,0.000008031306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02068521,"threshold_uncertainty_score":0.1080918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02331781008847685,"score_gpt":0.3257094700287951,"score_spread":0.3023916599403182,"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."}}