{"id":"W2464516412","doi":"","title":"COEXISTING PROSTATE CANCER FOUND AT THE TIME OF HOLMIUM LASER ENUCLEATION OF THE PROSTATE FOR BENIGN PROSTATIC HYPERPLASIA: PREDICTING ITS PRESENCE AND GRADE IN ANALYZED TISSUE","year":2015,"lang":"en","type":"book-chapter","venue":"Author eBooks","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Prostate cancer; Prostate; Enucleation; Urology; Cancer; Logistic regression; Internal medicine; Surgery","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":[0.0001409243,0.00009954029,0.00006767602,0.0003933882,0.00007050904,0.0001634019,0.0001655763,0.0001396322,0.006779665],"category_scores_gemma":[0.0008414589,0.00007797885,0.00007040812,0.0002562003,0.00009622235,0.0001751759,0.0001153239,0.0001494363,0.0007379319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001108845,"about_ca_system_score_gemma":0.0001268542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001101813,"about_ca_topic_score_gemma":0.004548609,"domain_scores_codex":[0.999948,0.00001581295,0.000004750204,0.00001046775,0.00001628722,0.000004631298],"domain_scores_gemma":[0.9996542,0.0002418799,0.00005958957,0.000005697125,0.00001884355,0.00001983253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001284459,0.00003607997,0.9300105,0.00009204701,0.00002065847,0.0008515649,0.00008719275,0.0001725287,0.0007137681,0.0001570149,0.006813257,0.06091703],"study_design_scores_gemma":[0.000005922847,0.0001171621,0.9863218,0.0001429931,0.00001971289,0.006499667,0.000152907,0.0006463528,0.0005205179,0.0002180407,0.005349143,0.000005856826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9589309,0.01534777,0.002048615,0.001131362,0.0001585479,0.00002685209,0.002245421,0.00005329095,0.02005724],"genre_scores_gemma":[0.9787239,0.005442604,0.001853438,0.0002040201,0.0001308552,0.00001267976,0.001091841,0.00001220897,0.01252845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006779665,"threshold_uncertainty_score":0.02268028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05191220822692112,"score_gpt":0.3187967341646793,"score_spread":0.2668845259377582,"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."}}