{"id":"W4281977594","doi":"10.1148/rg.210134","title":"Prostate Cancer Imaging: What We Already Know and What Is on the Horizon","year":2022,"lang":"en","type":"article","venue":"Radiographics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"National Cancer Institute","keywords":"Medicine; Prostate cancer; Horizon; Prostate; Medical physics; Cancer; Internal medicine; Astronomy","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":[0.0002133612,0.0002071822,0.0002379288,0.0001817607,0.0003856187,0.0002934464,0.00009535085,0.00002639446,0.0002069593],"category_scores_gemma":[0.000005370171,0.0001390995,0.0001326924,0.0005587935,0.0001470181,0.0003890148,0.00007639119,0.0003207925,0.000003530413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001516622,"about_ca_system_score_gemma":0.00008473467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001170512,"about_ca_topic_score_gemma":0.00001619835,"domain_scores_codex":[0.9986767,0.00006846491,0.0001669233,0.0003875536,0.0003921371,0.0003082883],"domain_scores_gemma":[0.9992084,0.0001254913,0.00008354187,0.0003903682,0.00005458314,0.0001376519],"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":[0.000341125,0.0005447355,0.1264759,0.0001080966,0.0005391389,0.000208541,0.005153495,0.00001546733,0.0001401817,0.002144363,0.04747664,0.8168523],"study_design_scores_gemma":[0.002588844,0.001914735,0.01397565,0.000866804,0.0004584863,0.0001060597,0.01077094,0.0003334708,0.001914942,0.001252842,0.965463,0.0003542624],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4612316,0.3631274,0.000001243651,0.1732642,0.0008887427,0.001158262,0.00008736525,0.00006822253,0.000172875],"genre_scores_gemma":[0.480663,0.5125906,0.00001345513,0.005663334,0.00008332067,0.0007254077,0.00002672917,0.0000293662,0.0002047689],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9179863,"threshold_uncertainty_score":0.5672314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01613970193145505,"score_gpt":0.27186130605368,"score_spread":0.255721604122225,"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."}}