{"id":"W3156613216","doi":"10.3390/medicina57040368","title":"Is Early Surgical Treatment for Benign Prostatic Hyperplasia Preferable to Prolonged Medical Therapy: Pros and Cons","year":2021,"lang":"en","type":"review","venue":"Medicina","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Context (archaeology); Medical therapy; Lower urinary tract symptoms; Medical treatment; Randomized controlled trial; Surgery; Hyperplasia; Prostate; Intensive care medicine; Internal medicine; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00093039,0.0006501433,0.003012657,0.0002786982,0.0001848511,0.00006217553,0.000188711,0.0005429843,0.0008664718],"category_scores_gemma":[0.0003791402,0.0003949688,0.0004120956,0.0004333504,0.0002351072,0.00004658067,0.0001003362,0.0006618632,0.00005205981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002144053,"about_ca_system_score_gemma":0.002925996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008517915,"about_ca_topic_score_gemma":0.00001244729,"domain_scores_codex":[0.9958902,0.0003482597,0.0007767865,0.001017517,0.001126722,0.0008405325],"domain_scores_gemma":[0.9968972,0.0009545427,0.0001167773,0.000616316,0.0002296406,0.001185562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004597115,0.0006185575,0.0001927428,0.01243064,0.0008781153,0.001595234,0.001992015,6.664671e-9,8.211315e-7,0.00004374444,0.005198923,0.9765895],"study_design_scores_gemma":[0.00497666,0.009920311,0.00003455965,0.01287472,0.0009987494,0.002617666,0.00009039691,0.00001007522,0.00002027689,0.00001944586,0.9681048,0.0003323338],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002179438,0.9799293,0.000007623707,0.004187997,0.0001466361,0.01201162,0.000203278,0.00006895588,0.001265177],"genre_scores_gemma":[0.0003217323,0.9858184,0.0002584372,0.0003370257,0.0005154764,0.003359833,0.0004574468,0.0001226704,0.00880893],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9762571,"threshold_uncertainty_score":0.9998502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1863762176608851,"score_gpt":0.4647698317677066,"score_spread":0.2783936141068215,"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."}}