{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005446626,0.0003765974,0.0007318282,0.0001101499,0.0001492012,0.00002438275,0.0001417682,0.0001817749,0.00002391638],"category_scores_gemma":[0.0002032093,0.0002321975,0.0001180531,0.00005367707,0.0003353549,0.00005813067,0.0001716226,0.000282615,0.000002523856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002711795,"about_ca_system_score_gemma":0.00035605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000169155,"about_ca_topic_score_gemma":0.0003657009,"domain_scores_codex":[0.9978721,0.00006286355,0.0007423256,0.0005030142,0.0004919126,0.000327827],"domain_scores_gemma":[0.9978505,0.000379662,0.0008704161,0.0003883075,0.0004021889,0.0001089728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02223647,0.00150761,0.1732787,0.04437243,0.01050072,0.0007153159,0.2156959,0.00216082,0.1364836,0.03797795,0.02501886,0.3300516],"study_design_scores_gemma":[0.05520099,0.01409351,0.055781,0.06587467,0.01734554,0.000674242,0.002771634,0.0145037,0.4544988,0.0386199,0.2761055,0.00453055],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9062805,0.01097559,0.00000543289,0.003103322,0.0005104227,0.02569076,0.004046744,0.00008866212,0.04929857],"genre_scores_gemma":[0.6751577,0.0002233601,0.0001566023,0.0000697491,0.0001016822,0.001108875,0.0001156713,0.0001223788,0.322944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3255211,"threshold_uncertainty_score":0.9468741,"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."}}