{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008848048,0.0009366656,0.001385655,0.002476932,0.0001934067,0.001109989,0.001019362,0.001053605,0.003089514],"category_scores_gemma":[0.001961666,0.0003798735,0.0007832947,0.002046683,0.0004736362,0.00137609,0.0006106354,0.001307854,0.001672644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005564643,"about_ca_system_score_gemma":0.001273714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001495307,"about_ca_topic_score_gemma":0.001817698,"domain_scores_codex":[0.9997999,0.00005111437,0.0000380522,0.0000362646,0.00006099077,0.00001368208],"domain_scores_gemma":[0.9991251,0.0006273442,0.00008708266,0.00002007801,0.0001183157,0.00002213608],"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":[0.00006100796,0.0000471975,0.0002968444,0.04151133,0.0002206735,0.0002385048,0.00009182245,0.001517896,0.0008214248,0.008809707,0.02831123,0.9180723],"study_design_scores_gemma":[0.0000155378,0.0001114173,0.001004238,0.01855039,0.0004405754,0.002032818,0.0000778305,0.0006793581,0.0006443444,0.004688032,0.9717067,0.00004875797],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008927775,0.9987276,0.0002630915,0.0002028826,0.00007689027,0.000005266636,0.00002129165,0.000006817972,0.0006069572],"genre_scores_gemma":[0.0007862845,0.9985216,0.0002591687,0.0001152893,0.00008154476,0.000007228872,0.00003419672,0.000002093461,0.000192564],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003089514,"threshold_uncertainty_score":0.01033545,"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."}}