{"id":"W2293831619","doi":"10.1159/000443701","title":"Differences in Patient Characteristics Among Men Choosing Open or Robot-Assisted Radical Prostatectomy in Contemporary Practice at a European High-Volume Center","year":2016,"lang":"en","type":"article","venue":"Urologia Internationalis","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"","keywords":"Prostatectomy; Medicine; Urology; Prostate cancer; Lymph node; Dissection (medical); Body mass index; Logistic regression; Single Center; Open Prostatectomy; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003525042,0.0002123771,0.0003881875,0.0001649773,0.00004086613,0.00008297796,0.0002496192,0.00006800934,0.0004374122],"category_scores_gemma":[0.0006509118,0.0001251246,0.00004770062,0.0001342239,0.0001304347,0.000403802,0.0003648011,0.0001658131,0.00005463916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007268583,"about_ca_system_score_gemma":0.000114023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009383509,"about_ca_topic_score_gemma":0.0001415038,"domain_scores_codex":[0.9980152,0.0003298797,0.0005984589,0.0004716024,0.0003174012,0.0002675212],"domain_scores_gemma":[0.9988653,0.0003276683,0.000330502,0.000223728,0.0001293787,0.0001234353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002523144,0.00112455,0.9815552,0.00001658485,0.0001217941,0.002068938,0.0003339394,4.602679e-7,0.0002523089,0.0001003917,0.001905833,0.009996892],"study_design_scores_gemma":[0.006407168,0.0008594872,0.9805625,0.0005595126,0.00002441394,0.00007680488,0.00004381852,0.00004730748,0.0003656246,0.00001964418,0.01087494,0.0001587694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847441,0.0000855107,0.00004311805,0.008685877,0.0001978822,0.001173279,0.0001967441,0.00003683458,0.004836638],"genre_scores_gemma":[0.9965138,0.0001696064,0.0003526026,0.00142476,0.00005807876,0.000300335,0.0002300258,0.00002850301,0.0009223105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01176966,"threshold_uncertainty_score":0.5102432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04883831089644099,"score_gpt":0.2987177248011248,"score_spread":0.2498794139046838,"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."}}