{"id":"W2095963917","doi":"10.1148/radiol.14122681","title":"MR-guided Prostate Biopsy for Planning of Focal Salvage after Radiation Therapy","year":2014,"lang":"en","type":"article","venue":"Radiology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"AstraZeneca","keywords":"Medicine; Biopsy; Prostate cancer; Magnetic resonance imaging; Radiology; Prostate; Nuclear medicine; Effective diffusion coefficient; Sampling (signal processing); Receiver operating characteristic; Institutional review board; Radiation therapy; Cancer; Surgery; Internal medicine","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":[0.0001549642,0.0001003255,0.0002982047,0.00006015544,0.00002219635,0.000003035695,0.00003059408,0.00007487073,0.00002753806],"category_scores_gemma":[0.0000459653,0.00007424741,0.00007807248,0.00004738525,0.00005771938,0.00002501792,0.000006414489,0.00004424142,0.000004395107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005432438,"about_ca_system_score_gemma":0.00003761019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001175971,"about_ca_topic_score_gemma":5.215209e-7,"domain_scores_codex":[0.9993243,0.00004107012,0.0002074516,0.0001863612,0.00005122894,0.0001896085],"domain_scores_gemma":[0.999519,0.0001344527,0.0000864443,0.0001579359,0.00004606876,0.0000560863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002984895,0.0003193206,0.8523419,0.0001978701,0.0004182429,0.00003944541,0.001641055,0.00006968792,0.02128318,0.001441081,0.008227762,0.1110355],"study_design_scores_gemma":[0.01397303,0.005866463,0.8447055,0.0001466067,0.0001446829,0.0002014082,0.00003985982,0.001162458,0.06523518,0.001447643,0.06683259,0.0002446019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992884,0.003075182,0.001747484,0.001079272,0.0002018216,0.000714829,0.00002932618,0.0000267361,0.000241289],"genre_scores_gemma":[0.996762,0.0003915476,0.001363886,0.0006971476,0.0001990046,0.0004028047,0.0000944269,0.00001709108,0.00007206616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1107909,"threshold_uncertainty_score":0.3027722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02435534368931464,"score_gpt":0.3128511905207496,"score_spread":0.288495846831435,"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."}}