{"id":"W290914976","doi":"10.1097/rli.0000000000000163","title":"Multiparametric Magnetic Resonance Imaging in Prostate Cancer Management","year":2015,"lang":"en","type":"review","venue":"Investigative Radiology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Magnetic resonance imaging; Prostate cancer; Medicine; Prostate; Management of prostate cancer; Medical physics; Radiology; Clinical Practice; Cancer","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"],"consensus_categories":[],"category_scores_codex":[0.0003653591,0.000619932,0.002445179,0.0007786533,0.00003696853,0.00001707492,0.0001982289,0.000168419,0.00005535179],"category_scores_gemma":[0.0001222837,0.0004726097,0.0002272896,0.001208865,0.0006683824,0.00005990305,0.0001294101,0.0005302767,0.00009870977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001963305,"about_ca_system_score_gemma":0.0007811371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002269315,"about_ca_topic_score_gemma":0.00002492386,"domain_scores_codex":[0.9969797,0.0003835536,0.0007995304,0.0009567553,0.0002318226,0.0006486597],"domain_scores_gemma":[0.9986226,0.0001881644,0.0003288332,0.0004139091,0.0001138389,0.0003326572],"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":[0.00002423734,0.0001103743,0.006905374,0.004621169,0.00009872317,0.001868457,0.0001918452,0.000002697459,2.107595e-7,0.0002039775,0.003898821,0.9820741],"study_design_scores_gemma":[0.001960349,0.0002968516,0.004245005,0.01717075,0.0008940693,0.0003556424,0.00003557164,0.00002145438,0.000002565397,0.0005877719,0.9740323,0.0003976324],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001617099,0.9935759,5.965699e-7,0.0003745646,0.0003079635,0.003748405,0.0001708367,0.00005463621,0.001605412],"genre_scores_gemma":[0.00007435705,0.9919098,0.001146344,0.0004491684,0.0001337208,0.005088511,0.0001705585,0.00008440748,0.0009431476],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9816765,"threshold_uncertainty_score":0.9997725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07317632653321422,"score_gpt":0.3670163077956419,"score_spread":0.2938399812624277,"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."}}