{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008404432,0.0001211652,0.0002975868,0.0005161891,0.0001001991,0.0003302566,0.0003389798,0.0001937768,0.00240834],"category_scores_gemma":[0.01010918,0.0001294478,0.0006531146,0.0005132938,0.0001533458,0.0003929825,0.0003300734,0.0005110606,0.0002538861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004613377,"about_ca_system_score_gemma":0.0002692824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002847907,"about_ca_topic_score_gemma":0.003656414,"domain_scores_codex":[0.9989805,0.0003473627,0.0001298069,0.0001557686,0.0002888181,0.00009782298],"domain_scores_gemma":[0.9943883,0.002284507,0.002280735,0.0002650832,0.0004111711,0.0003701924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003022228,0.00002427404,0.987535,0.00004016083,0.00008110528,0.00004943863,0.00002332874,0.0004818544,0.0001473285,0.00008966927,0.0008115678,0.01041406],"study_design_scores_gemma":[0.00001922633,0.0001614012,0.995757,0.00002128358,0.00005795655,0.0004733049,0.00006569774,0.002241303,0.0003275487,0.0001233095,0.0007393725,0.00001253916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921495,0.001289672,0.001348968,0.0003905228,0.00003568962,0.00003761388,0.00255533,0.00004240423,0.002150247],"genre_scores_gemma":[0.9982022,0.0002465217,0.0003758025,0.00004388122,0.00002493271,0.00001540448,0.0007904554,0.00000582858,0.0002948293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002847907,"threshold_uncertainty_score":0.008056641,"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."}}