{"id":"W2125901167","doi":"10.1111/his.12657","title":"Handling and reporting of orchidectomy specimens with testicular cancer: areas of consensus and variation among 25 experts and 225 European pathologists","year":2015,"lang":"en","type":"article","venue":"Histopathology","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Calgary Laboratory Services; McMaster University","funders":"National Cancer Institute","keywords":"Consensus conference; Variation (astronomy); Medicine; Testicular cancer; Gynecology; Family medicine; Cancer; Pathology; 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":[0.0002917207,0.0001183784,0.0003961751,0.00007020287,0.00003577566,0.000004194031,0.00001567909,0.00004025204,0.000002830429],"category_scores_gemma":[0.001032086,0.00008931279,0.00001919778,0.00005487705,0.0003912286,0.00001934144,0.00003952731,0.00004828128,1.504309e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003015403,"about_ca_system_score_gemma":0.00007515238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002246655,"about_ca_topic_score_gemma":0.00003166305,"domain_scores_codex":[0.9989947,0.00009375386,0.000430014,0.0002635285,0.00009872098,0.0001192506],"domain_scores_gemma":[0.9987889,0.00006270895,0.0006873127,0.0001685091,0.0001488947,0.0001436674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001229842,0.00008431795,0.9865649,0.00009048324,0.00001692894,0.003213468,0.001089805,0.000007604261,0.007380045,0.00004646059,0.00001394898,0.001369076],"study_design_scores_gemma":[0.002015555,0.0005330345,0.9938584,0.000183524,0.0003357916,0.002404495,0.0001672796,0.0001144005,0.0002034407,0.00006522641,0.00003913969,0.00007972334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933795,0.005565488,0.0001872537,0.00007188699,0.00004002581,0.0002068962,0.000009655468,0.00002172512,0.0005176035],"genre_scores_gemma":[0.9963064,0.00006845273,0.003503999,0.00002564495,0.00002499981,0.000007744306,0.000008323296,0.00001500136,0.00003942068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007293511,"threshold_uncertainty_score":0.364207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04594128391140233,"score_gpt":0.2908554184000184,"score_spread":0.2449141344886161,"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."}}