{"id":"W4289943577","doi":"10.1002/bco2.182","title":"Combining PSA and PET features to select candidates for salvage lymph node dissection in recurrent prostate cancer","year":2022,"lang":"en","type":"article","venue":"BJUI Compass","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Interquartile range; Prostate cancer; Lymph node; Dissection (medical); Urology; Prostate-specific antigen; Lymph; Radiology; Cancer; Surgery; Internal medicine; Pathology","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":[0.0001882764,0.0001277603,0.0002380276,0.0001743574,0.0002261011,0.00003244293,0.00006011359,0.00001613181,0.00005722044],"category_scores_gemma":[0.00002335026,0.0001073223,0.0000350452,0.0003094311,0.00002519168,0.00004001374,0.0000896739,0.0001763035,0.000001387888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004176227,"about_ca_system_score_gemma":0.0001714819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007903611,"about_ca_topic_score_gemma":0.0005865783,"domain_scores_codex":[0.9989527,0.00005444376,0.0001460142,0.0002926897,0.0002195921,0.00033451],"domain_scores_gemma":[0.9996041,0.00007061735,0.00003654669,0.0001135362,0.00005187937,0.0001232968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01027695,0.0006832205,0.8863074,0.0006376161,0.0002270138,0.0002160383,0.005952007,0.0005348551,0.01561188,0.0002094672,0.05376915,0.02557442],"study_design_scores_gemma":[0.01476812,0.002088833,0.9287878,0.000457128,0.000126341,0.0002090078,0.002176409,0.004688128,0.00935806,0.0002782267,0.03656477,0.0004971637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900731,0.002635852,0.00001273446,0.005229754,0.0002599578,0.001280246,0.0001777589,0.00004253893,0.0002880892],"genre_scores_gemma":[0.9956602,0.0002095999,0.0001355001,0.0002502112,0.00006319652,0.001708394,0.0002080475,0.00002304986,0.001741789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04248043,"threshold_uncertainty_score":0.4376478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072222576765267,"score_gpt":0.3389446879588521,"score_spread":0.3182224621911994,"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."}}