{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005970596,0.0002128516,0.0005522793,0.0002373281,0.0000403115,0.000003814359,0.0001342568,0.0001727,0.00005737281],"category_scores_gemma":[0.00169831,0.0001907915,0.0001352085,0.0002745825,0.0003193025,0.00004820408,0.0001716675,0.0002196841,0.00002353708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002105645,"about_ca_system_score_gemma":0.0001584562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002255055,"about_ca_topic_score_gemma":0.00006216947,"domain_scores_codex":[0.9978126,0.0002335411,0.0005155729,0.001024402,0.0001357792,0.0002780791],"domain_scores_gemma":[0.9979905,0.0001004153,0.0001897658,0.001497665,0.0001242237,0.00009741179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001627744,0.001466921,0.9652385,0.0003360199,0.00000408777,0.005898389,0.0001696848,0.00001837905,0.02486227,0.00003302441,0.0002892038,0.001520777],"study_design_scores_gemma":[0.00139008,0.0004219286,0.9876721,0.0001827239,0.0002193553,0.0001547268,0.00004453971,0.00003286838,0.009014027,0.0004977976,0.0002503144,0.0001195607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938631,0.003903197,0.0001895798,0.0002943127,0.0002835553,0.000558824,0.00001458899,0.00006544534,0.0008273957],"genre_scores_gemma":[0.9970639,0.00002844129,0.001587147,0.0001663677,0.00002663971,0.00003555467,0.00005798507,0.00001860934,0.001015293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0224336,"threshold_uncertainty_score":0.7780251,"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."}}