{"id":"W4377826546","doi":"10.1016/j.urolonc.2023.04.008","title":"Stimulated Raman histology as a method to determine the adequacy of renal mass biopsy and identify malignant subtypes of renal cell carcinoma","year":2023,"lang":"en","type":"article","venue":"Urologic Oncology Seminars and Original Investigations","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; H&E stain; Biopsy; Renal cell carcinoma; Chromophobe cell; Histology; Oncocytoma; Pathology; Nephrectomy; Renal biopsy; Radiology; Clear cell; Kidney; Urology; Nuclear medicine; Staining; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004072591,0.0003625544,0.0002635934,0.002819694,0.0004040354,0.0008587165,0.0006237571,0.0005325543,0.0009352459],"category_scores_gemma":[0.004673766,0.0004634177,0.0003086428,0.0005077837,0.0006270736,0.0006723327,0.0004185085,0.0005995187,0.0004619263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002898697,"about_ca_system_score_gemma":0.0005664881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001711723,"about_ca_topic_score_gemma":0.004201675,"domain_scores_codex":[0.9982692,0.0007304903,0.0001116884,0.0001116875,0.0006901872,0.00008661324],"domain_scores_gemma":[0.9972607,0.001094081,0.0001885852,0.0002997303,0.001044593,0.0001123048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001977034,0.0002079595,0.3338871,0.000291425,0.0002725996,0.001654768,0.001126719,0.002070907,0.517899,0.001415708,0.0007826367,0.1384142],"study_design_scores_gemma":[0.0000740706,0.001694508,0.3998558,0.000176143,0.0007892862,0.02229264,0.003042143,0.06828249,0.4945501,0.002183312,0.006891634,0.0001678025],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276978,0.004752025,0.05436771,0.0005586298,0.0001716067,0.0001761391,0.0001878759,0.0005395997,0.0115486],"genre_scores_gemma":[0.9589822,0.001201134,0.03800356,0.0001032431,0.00003985572,0.00002942686,0.00007163918,0.00005995973,0.001508879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004072591,"threshold_uncertainty_score":0.0215382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04530229634431496,"score_gpt":0.3387214611886575,"score_spread":0.2934191648443426,"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."}}