{"id":"W4412039795","doi":"10.1111/his.15504","title":"Interobserver reproducibility of hilar soft tissue invasion in testicular germ cell tumours among genitourinary pathologists","year":2025,"lang":"en","type":"article","venue":"Histopathology","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Sunnybrook Health Science Centre; Health Sciences Centre; McGill University","funders":"","keywords":"Pathology; Lymphovascular invasion; Medicine; Soft tissue; Genitourinary system; Rete testis; Adipose tissue; Germ cell tumors; H&E stain; Metastasis; Anatomy; Cancer; Immunohistochemistry; Internal medicine; Epididymis","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":[0.02976796,0.0003794038,0.0004948853,0.002006963,0.0006819324,0.001169906,0.0007063329,0.0005498155,0.0007963569],"category_scores_gemma":[0.05545832,0.0003565137,0.0006911021,0.0009182006,0.001161268,0.0006071381,0.002098503,0.0003371074,0.0003592051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000477433,"about_ca_system_score_gemma":0.0003815652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001870168,"about_ca_topic_score_gemma":0.003463598,"domain_scores_codex":[0.9716164,0.01500689,0.003806668,0.004156007,0.004702975,0.0007110608],"domain_scores_gemma":[0.9227266,0.04678104,0.008782912,0.009633139,0.01102604,0.00105032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000738115,0.00004004504,0.9572817,0.0002013984,0.0006410409,0.0002424611,0.005289203,0.0009696021,0.008169952,0.000130837,0.000312184,0.02598344],"study_design_scores_gemma":[0.00002679242,0.0002765499,0.9817793,0.00009758022,0.0002596616,0.001093071,0.002194955,0.00600471,0.006644545,0.0004154397,0.001156627,0.00005087238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913975,0.0006977949,0.005945897,0.00004961155,0.00005276893,0.0000657324,0.0001185381,0.0000770618,0.001595153],"genre_scores_gemma":[0.9969612,0.00008459452,0.002500725,0.00002766927,0.00002356575,0.00003764226,0.0001355469,0.00002728619,0.0002018273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02976796,"threshold_uncertainty_score":0.1574299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01515148515185596,"score_gpt":0.2783583261099352,"score_spread":0.2632068409580792,"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."}}