{"id":"W4410380779","doi":"10.1111/his.15469","title":"Current practices in prostate pathology reporting: results from a survey of genitourinary and general pathologists","year":2025,"lang":"en","type":"article","venue":"Histopathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University Health Network; University of Toronto; McGill University Health Centre; Sunnybrook Health Science Centre; University of Calgary","funders":"","keywords":"Medicine; Grading (engineering); Genitourinary system; Prostate cancer; Anatomical pathology; Family medicine; Gynecology; Pathology; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001339923,0.0001876095,0.0006992686,0.0002487775,0.00003920985,0.000005990098,0.00006996038,0.0001189489,0.00000655624],"category_scores_gemma":[0.004170727,0.0001633682,0.00005230176,0.0002487958,0.0002784802,0.00005080443,0.0001321237,0.0002724169,0.000002653901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001542989,"about_ca_system_score_gemma":0.0003044003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00242179,"about_ca_topic_score_gemma":0.001102854,"domain_scores_codex":[0.9972653,0.0004234275,0.001260823,0.0006727192,0.0001011262,0.0002766291],"domain_scores_gemma":[0.9971313,0.0003610061,0.001812219,0.0004612389,0.0001677945,0.00006638679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00159953,0.0006178095,0.9696183,0.00009656022,0.000009430838,0.006096224,0.0006606702,0.000002805707,0.004110796,0.00006466775,0.0006418531,0.01648133],"study_design_scores_gemma":[0.003000012,0.0005783202,0.9917768,0.0001606785,0.00008441245,0.000378793,0.00003763994,0.00002698735,0.0008961039,0.0004117209,0.002539938,0.0001086138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798215,0.0169754,0.00001570673,0.001006498,0.0005358343,0.0004999216,0.0002237365,0.00002835478,0.0008930212],"genre_scores_gemma":[0.9940421,0.003754347,0.001270068,0.0001784627,0.00003483717,0.0001203714,0.0003664248,0.0000123608,0.0002210449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02215846,"threshold_uncertainty_score":0.666196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08452518466941045,"score_gpt":0.3830302174143462,"score_spread":0.2985050327449357,"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."}}