{"id":"W2079301123","doi":"10.1063/1.4798495","title":"Mechanical characterization of benign and malignant urothelial cells from voided urine","year":2013,"lang":"en","type":"article","venue":"Applied Physics Letters","topic":"Cellular Mechanics and Interactions","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Toronto General Hospital; University of Toronto","funders":"","keywords":"Urine; Cytology; Urothelial carcinoma; Urine cytology; Urology; Urinary system; Medicine; Pathology; Materials science; Cystoscopy; Internal medicine; Cancer; Bladder cancer","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":[0.00002813994,0.0001140163,0.0001221072,0.00001304146,0.00003366709,0.00002050347,0.00008496682,0.00005836654,0.00004868859],"category_scores_gemma":[0.000001712321,0.0001125469,0.00004894806,0.00003557166,0.00002540851,0.000005509277,0.00007339064,0.00006057117,0.00002193023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004270928,"about_ca_system_score_gemma":0.000008236375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006421508,"about_ca_topic_score_gemma":0.000001479317,"domain_scores_codex":[0.9993776,0.00001426911,0.0001594179,0.0002469596,0.00007968666,0.0001220879],"domain_scores_gemma":[0.9996088,0.000007681801,0.00008926246,0.0002224154,0.00002768623,0.0000441532],"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":[0.00001766391,0.00004260564,0.000007616182,0.000005001688,0.00003829184,2.562906e-7,0.00002386472,0.000007280991,0.9967078,0.001416793,0.0002335243,0.0014993],"study_design_scores_gemma":[0.0002813757,0.0000367898,0.0001546746,0.00000462289,0.00001731371,5.82439e-7,0.00001292388,0.0001682866,0.9969791,0.0002996398,0.001922133,0.000122517],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724169,0.000005503386,0.02692476,0.0001786071,0.0001151487,0.0002109946,0.00005007072,0.000006509269,0.00009149971],"genre_scores_gemma":[0.9976911,0.00003145223,0.0005169333,0.000972589,0.0002947519,0.00003772669,0.0004043166,0.00002121117,0.00002990788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02640782,"threshold_uncertainty_score":0.4589531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005198322761225149,"score_gpt":0.1839676335140917,"score_spread":0.1787693107528665,"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."}}