{"id":"W2748372943","doi":"10.1016/j.clgc.2017.08.002","title":"External Validation of the Pathologic Nodal Staging Score for Prostate Cancer: A Population-based Study","year":2017,"lang":"en","type":"article","venue":"Clinical Genitourinary Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"National Cancer Institute","keywords":"Medicine; Prostatectomy; Prostate cancer; Interquartile range; Stage (stratigraphy); Cohort; Lymph node; Prostate-specific antigen; Population; Dissection (medical); Lymphadenectomy; Urology; Prostate; Cancer; Radiology; Oncology; Surgery; 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":[0.01322374,0.0009822068,0.001048873,0.001160993,0.001388073,0.001541382,0.001778639,0.001647572,0.001585633],"category_scores_gemma":[0.02672078,0.0007937904,0.001281536,0.001394868,0.002156143,0.0009677417,0.001829282,0.001190671,0.0009105942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008490717,"about_ca_system_score_gemma":0.001067863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003460847,"about_ca_topic_score_gemma":0.00421553,"domain_scores_codex":[0.9877543,0.006781006,0.0007425018,0.002429079,0.001765083,0.0005280677],"domain_scores_gemma":[0.9801266,0.006940751,0.002250869,0.005549022,0.004325859,0.0008069196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001006483,0.0003883615,0.9925781,0.00003931032,0.0005829611,0.00009500917,0.0005691511,0.0002319693,0.00120683,0.0001040821,0.000592534,0.002605208],"study_design_scores_gemma":[0.0002135404,0.0007907161,0.9951827,0.00001912559,0.0004232003,0.0003647249,0.0002984282,0.0006940921,0.0003831644,0.0001186226,0.001492886,0.00001877748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965819,0.0002245341,0.001345468,0.00004612119,0.00003845412,0.000134124,0.0006020178,0.00001675068,0.001010687],"genre_scores_gemma":[0.9971552,0.00006687983,0.0004833232,0.000079787,0.00004145533,0.0001509954,0.001714605,0.00002874058,0.0002789829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01322374,"threshold_uncertainty_score":0.06993467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133200487147064,"score_gpt":0.4375184659896303,"score_spread":0.3241984172749239,"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."}}