{"id":"W2901194350","doi":"10.3389/fsurg.2018.00074","title":"Current Imaging Techniques for Lymph Node Staging in Prostate Cancer: A Review","year":2018,"lang":"en","type":"review","venue":"Frontiers in Surgery","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Frontiers Foundation","keywords":"Medicine; Lymph node; Prostate cancer; Cancer; Prostate; Radiology; Medical physics; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001714307,0.0005450437,0.003427458,0.001302045,0.00005636378,0.00003274079,0.0001923098,0.0001227624,0.00002405774],"category_scores_gemma":[0.0002583036,0.0004153275,0.0007151057,0.001051998,0.000163209,0.000131512,0.00009513633,0.0004901087,0.000005447082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002102599,"about_ca_system_score_gemma":0.002558953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001036654,"about_ca_topic_score_gemma":0.000004020874,"domain_scores_codex":[0.996578,0.0002041798,0.001177616,0.0007828964,0.0003629457,0.0008943834],"domain_scores_gemma":[0.9985433,0.0002422767,0.0003925704,0.0005046335,0.0001586259,0.0001586518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005122697,0.00006717312,0.02560918,0.15437,0.00006662954,0.00008811675,0.00002311468,8.282701e-9,3.093798e-8,3.438246e-7,0.1386445,0.6810797],"study_design_scores_gemma":[0.0002692704,0.000007797052,0.00003702582,0.3316271,0.0003029847,0.00001048479,0.000009175184,0.000009477413,0.000002652014,0.00002397594,0.6674396,0.0002604389],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003056315,0.992098,0.0001372001,0.0004665325,0.001691633,0.005156005,0.0002517868,0.00008587524,0.0001099449],"genre_scores_gemma":[5.570523e-7,0.98998,0.001586532,0.000171668,0.0003761384,0.006623622,0.0007264983,0.0001246579,0.0004103148],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6808193,"threshold_uncertainty_score":0.9998298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06509561836648589,"score_gpt":0.4118972213527048,"score_spread":0.346801602986219,"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."}}