{"id":"W4390545579","doi":"10.1002/pros.24661","title":"Transcriptomic analysis of benign prostatic hyperplasia identifies critical pathways in prostatic overgrowth and 5‐alpha reductase inhibitor resistance","year":2024,"lang":"en","type":"article","venue":"The Prostate","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Dutasteride; Finasteride; Medicine; Hyperplasia; Prostate; Urology; Internal medicine; 5 Alpha-Reductase Inhibitor; Benign prostatic hyperplasia (BPH); Combination therapy; Prostate cancer; 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":[],"consensus_categories":[],"category_scores_codex":[0.001129352,0.0002724091,0.0006464515,0.0007481538,0.000127429,0.0001517476,0.0001426092,0.0000762628,0.00007444156],"category_scores_gemma":[0.0002921976,0.0001900919,0.0001714155,0.001961579,0.0006890299,0.0002918604,0.00006980421,0.0005139507,0.00001354718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008729837,"about_ca_system_score_gemma":0.00033176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009158973,"about_ca_topic_score_gemma":0.0001855232,"domain_scores_codex":[0.9973046,0.0002585452,0.0006913871,0.0005766242,0.0006028361,0.0005659887],"domain_scores_gemma":[0.9985691,0.0006090485,0.00005284931,0.0004421356,0.0001431982,0.0001836481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01642321,0.002233454,0.03540063,0.03142085,0.005516943,0.005446165,0.1903928,0.00008259535,0.6584854,0.03812933,0.005476315,0.01099231],"study_design_scores_gemma":[0.01695765,0.01049857,0.355457,0.01475756,0.02336761,0.001524609,0.03464623,0.04845563,0.341999,0.1391966,0.009206353,0.003933134],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824381,0.01017261,0.00004297027,0.004475387,0.0001251572,0.001423118,0.0004944254,0.00007961196,0.0007485959],"genre_scores_gemma":[0.996726,0.001044691,0.0002912017,0.00007340436,0.00003951487,0.0001736822,0.00009591208,0.00004814761,0.001507381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3200564,"threshold_uncertainty_score":0.7751724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02091413648589339,"score_gpt":0.3145500660770899,"score_spread":0.2936359295911964,"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."}}