{"id":"W3126227997","doi":"10.3390/cancers13030552","title":"Magnetic Resonance Imaging Based Radiomic Models of Prostate Cancer: A Narrative Review","year":2021,"lang":"en","type":"review","venue":"Cancers","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Cancer Centre; Montreal Neurological Institute and Hospital; Dalhousie University; McGill University","funders":"","keywords":"Prostate cancer; Magnetic resonance imaging; Narrative review; Medicine; Radiology; Medical physics; Cancer; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005059754,0.0005213553,0.003453896,0.0001979561,0.00007370709,0.00001938749,0.0002788698,0.000120433,0.000352074],"category_scores_gemma":[0.0003012735,0.0004280727,0.0007343952,0.000776443,0.0003016046,0.00007152263,0.00006035272,0.001004117,0.00000371908],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001930379,"about_ca_system_score_gemma":0.00866066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003631449,"about_ca_topic_score_gemma":0.000004833574,"domain_scores_codex":[0.9970741,0.0002653795,0.0009986472,0.0007253263,0.0004724407,0.0004640785],"domain_scores_gemma":[0.9980499,0.0001532327,0.000627684,0.0006599914,0.0002446484,0.0002646133],"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":[0.00001080023,0.00001028048,0.00001231888,0.08354374,0.0000655215,0.0001315843,0.0001725044,0.0001447316,0.000001118546,0.00002745605,0.01536206,0.9005179],"study_design_scores_gemma":[0.0005029414,0.00003887361,8.743667e-7,0.3084556,0.001385293,0.00007804889,0.00002879619,0.009086725,0.000001071252,0.000008045791,0.6801566,0.0002571642],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002580499,0.9957973,0.0001122593,0.0009197193,0.0004346331,0.001598631,0.00009053659,0.00004877903,0.0009955058],"genre_scores_gemma":[0.000007777524,0.9947475,0.001140995,0.002054093,0.0002079468,0.0005520213,0.0001757747,0.0001184789,0.0009954415],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9002607,"threshold_uncertainty_score":0.9998171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02396471417280904,"score_gpt":0.3512220768854222,"score_spread":0.3272573627126132,"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."}}