{"id":"W4281620540","doi":"10.1002/pros.24376","title":"Rates of metastatic prostate cancer in newly diagnosed patients: Numbers needed to image according to risk level","year":2022,"lang":"en","type":"article","venue":"The Prostate","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Lymph node; Prostate cancer; Logistic regression; Stage (stratigraphy); Prostate; Internal medicine; Epidemiology; Cancer; Radiology; Oncology","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":[0.0005565565,0.0002857869,0.0005456035,0.0002396518,0.0002174804,0.00003777911,0.0002204004,0.00001577946,0.0001879612],"category_scores_gemma":[0.0002312221,0.0002061528,0.0001117055,0.001054779,0.00006180389,0.0001323014,0.0003235418,0.000283671,0.00003079469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006439341,"about_ca_system_score_gemma":0.000230505,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01757582,"about_ca_topic_score_gemma":0.000903521,"domain_scores_codex":[0.9977336,0.0002122498,0.0005692763,0.0004474465,0.0004812695,0.0005561421],"domain_scores_gemma":[0.9986449,0.0002447822,0.000259973,0.000442835,0.0001839317,0.0002235598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003777683,0.001465699,0.8522087,0.0002303386,0.0004460623,0.0001461238,0.04209969,0.008400765,0.003836125,0.00003332387,0.008457773,0.07889766],"study_design_scores_gemma":[0.02905184,0.00617787,0.8553953,0.0009186488,0.0009968925,0.00001362124,0.04049279,0.0005644113,0.05314221,0.001266082,0.01085092,0.001129447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846423,0.0004285377,0.00002199112,0.007778639,0.0002429327,0.004470218,0.002240703,0.00003700111,0.0001377117],"genre_scores_gemma":[0.9910722,0.0005095797,0.0009775859,0.002399505,0.00002332032,0.004442133,0.0000953175,0.00006474495,0.0004155889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07776821,"threshold_uncertainty_score":0.9889662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02814163893958161,"score_gpt":0.3172577332699837,"score_spread":0.2891160943304021,"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."}}