{"id":"W4282937964","doi":"10.1148/radiol.211836","title":"Impact of <sup>18</sup>F-DCFPyL PET on Staging and Treatment of Unfavorable Intermediate or High-Risk Prostate Cancer","year":2022,"lang":"en","type":"article","venue":"Radiology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Women's College Hospital; University of Toronto; University Health Network; Mount Sinai Hospital; Western University","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; McNemar's test; Prostate cancer; Nuclear medicine; PET-CT; Radiology; Biopsy; Prospective cohort study; Cancer; Biochemical recurrence; Positron emission tomography; Prostatectomy; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001815501,0.0001832357,0.0006065879,0.000221452,0.00009813799,0.000003708119,0.00007092043,0.00003373116,0.0009716562],"category_scores_gemma":[0.00004045417,0.0001105477,0.0001066789,0.0002020512,0.0002236347,0.00003155264,0.00006165339,0.0001717516,0.000002037382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007057977,"about_ca_system_score_gemma":0.0004913955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002986512,"about_ca_topic_score_gemma":0.00003004796,"domain_scores_codex":[0.9986607,0.000195665,0.0002938207,0.0003043965,0.0001727973,0.0003725817],"domain_scores_gemma":[0.9991711,0.0002223206,0.0001695656,0.0002537812,0.00005623015,0.0001269641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01736709,0.0009892556,0.9173837,0.0001612458,0.001732343,0.0006074406,0.004721076,0.004473029,0.003483674,0.00004833475,0.002537124,0.04649574],"study_design_scores_gemma":[0.04892107,0.1269487,0.7952735,0.0002883045,0.001084852,0.0007219414,0.002933132,0.006915126,0.009246896,0.0004807702,0.006552389,0.0006332739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958475,0.002039871,0.000001374274,0.0003634188,0.00008302208,0.0007357573,0.0007381129,0.00001973373,0.0001712594],"genre_scores_gemma":[0.9874983,0.009638768,0.0000540991,0.0000261302,0.00006731737,0.0002463525,0.0001250625,0.00002488089,0.002319031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1259595,"threshold_uncertainty_score":0.9999416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02791029390332318,"score_gpt":0.3481035465875387,"score_spread":0.3201932526842155,"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."}}