{"id":"W2160580552","doi":"10.1016/j.urology.2015.06.002","title":"Incidental Prostate Cancer Diagnosis During Holmium Laser Enucleation: Assessment of Predictors, Survival, and Disease Progression","year":2015,"lang":"en","type":"article","venue":"Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Enucleation; Prostate cancer; Prostate; Univariate analysis; Internal medicine; Cancer; Urology; Prostatectomy; Multivariate analysis; Oncology; 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":[0.0001056825,0.0001308861,0.0002550552,0.00006714461,0.00004369154,0.000009614054,0.00003714284,0.00005271017,0.0000880142],"category_scores_gemma":[0.00006003816,0.0001029109,0.00003723315,0.00008094979,0.0001195861,0.00008597196,0.00008716659,0.00008778866,0.000002212551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001413979,"about_ca_system_score_gemma":0.0002557962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007741221,"about_ca_topic_score_gemma":0.0000310423,"domain_scores_codex":[0.9990292,0.00005964222,0.0002100209,0.0002701937,0.00023549,0.0001954098],"domain_scores_gemma":[0.9991741,0.00003895871,0.000113448,0.0001751841,0.0001087532,0.0003895459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004818192,0.0004023717,0.9953665,0.0001139503,0.00008967103,0.0001211719,0.0002426087,0.00005204909,0.0001216977,0.00005883048,0.001053392,0.001895917],"study_design_scores_gemma":[0.0037133,0.001063619,0.9895971,0.00009327783,0.0002483016,0.00001048698,0.0000651696,0.0002156279,0.001507666,0.00006926527,0.003325561,0.00009064904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920529,0.002742802,0.000004080134,0.003897768,0.0002830262,0.0006189941,0.0001242345,0.00003612293,0.0002401216],"genre_scores_gemma":[0.9964896,0.002018636,0.00008556623,0.0001682869,0.0001170209,0.0009401526,0.00007886264,0.00001981613,0.0000820854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005769445,"threshold_uncertainty_score":0.4196584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01927117391082423,"score_gpt":0.3241359838833205,"score_spread":0.3048648099724963,"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."}}