{"id":"W2765165203","doi":"10.5041/rmmj.10318","title":"Update on Screening for Urological Malignancies","year":2017,"lang":"en","type":"review","venue":"Rambam Maimonides Medical Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Prostate cancer screening; Prostate cancer; Intensive care medicine; Cancer screening; Cancer; Bioinformatics; Prostate-specific antigen; Internal medicine; Biology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001260749,0.0007002761,0.002992236,0.0002622549,0.0006242116,0.0002258719,0.0007328094,0.000987988,0.001381601],"category_scores_gemma":[0.0017392,0.0004153404,0.001763806,0.00009173756,0.0003170657,0.00009232737,0.0001263891,0.002016417,0.0001969244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002122019,"about_ca_system_score_gemma":0.001678685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004633733,"about_ca_topic_score_gemma":0.000001949697,"domain_scores_codex":[0.9958391,0.0001989491,0.001107707,0.0005850397,0.001416833,0.0008523571],"domain_scores_gemma":[0.9967062,0.0004451968,0.0007870397,0.0006286404,0.000157151,0.00127573],"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":[0.0002672407,0.0001981329,0.00003749959,0.002381142,0.0008361014,0.001712812,0.000007883129,1.309226e-7,8.595873e-8,0.0001886469,0.01562931,0.978741],"study_design_scores_gemma":[0.001677463,0.001362724,0.000129292,0.02717185,0.002724041,0.006522914,0.000007271041,0.00001002317,0.000001209569,0.0003233982,0.959725,0.0003448404],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007420458,0.9916,0.001927273,0.0016263,0.001215459,0.001160764,0.00009054884,0.00007247656,0.002299794],"genre_scores_gemma":[0.00007625201,0.9902208,0.001900216,0.001957978,0.004032146,0.0001812902,0.000108637,0.0001190081,0.001403609],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9783962,"threshold_uncertainty_score":0.9998298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1769335618295667,"score_gpt":0.4338515096995366,"score_spread":0.2569179478699699,"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."}}