{"id":"W2004517528","doi":"10.1038/nrurol.2014.359","title":"Nerve-sparing surgery and risk of positive surgical margins","year":2015,"lang":"en","type":"review","venue":"Nature Reviews Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cytodiagnostics (Canada)","funders":"","keywords":"Medicine; Prostatectomy; Surgical margin; Nerve sparing; Prostate cancer; Margin (machine learning); Surgery; Prostate; Urology; Cancer; Internal medicine; Resection","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":[0.0006003396,0.0005134426,0.001285451,0.001411422,0.0001358346,0.0007998031,0.000644095,0.0007237924,0.002861712],"category_scores_gemma":[0.002425371,0.0002617342,0.0008469025,0.001555046,0.0004315243,0.0007711966,0.0004845751,0.001127643,0.0004110311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005032675,"about_ca_system_score_gemma":0.00142157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002493125,"about_ca_topic_score_gemma":0.006059817,"domain_scores_codex":[0.9996957,0.00005152768,0.00005755284,0.00006534938,0.0001105371,0.00001936282],"domain_scores_gemma":[0.9989366,0.0006641927,0.0002467494,0.00001626365,0.000102877,0.00003335761],"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":[0.0001172344,0.00002872789,0.002119248,0.03477689,0.0004999582,0.0001276062,0.00003790354,0.0004704475,0.0002452389,0.00139602,0.01619408,0.9439865],"study_design_scores_gemma":[0.0001123567,0.0003553161,0.02443955,0.06599919,0.003974158,0.005311807,0.0002829144,0.0004279265,0.0005344793,0.006235109,0.8921967,0.0001305996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009049349,0.9994305,0.00002927897,0.0001343281,0.00007554736,9.248606e-7,0.00001193647,0.000001463996,0.0002254712],"genre_scores_gemma":[0.001612543,0.9978632,0.00007106381,0.0001587425,0.0001483663,0.000001545115,0.00001814732,5.793961e-7,0.0001258347],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002861712,"threshold_uncertainty_score":0.00957334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05111176880136205,"score_gpt":0.3665957939634193,"score_spread":0.3154840251620573,"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."}}