{"id":"W4285730177","doi":"10.3390/curroncol29070400","title":"Emerging Biomarker-Guided Therapies in Prostate Cancer","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; McMaster University; London Health Sciences Centre; Juravinski Cancer Centre; Western University","funders":"","keywords":"Prostate cancer; Medicine; Cancer; Precision medicine; Personalized medicine; Androgen receptor; Targeted therapy; Biomarker; Enzalutamide; Cancer research; Oncology; Bioinformatics; Internal medicine; Biology; Pathology; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0012508,0.0006615966,0.0009515288,0.001149509,0.0002591451,0.001378444,0.0007456728,0.001310952,0.002689992],"category_scores_gemma":[0.001232767,0.0002084861,0.0006575271,0.0007578936,0.0005644737,0.001513932,0.0009870586,0.002517568,0.001126631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008424704,"about_ca_system_score_gemma":0.0009784801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005214178,"about_ca_topic_score_gemma":0.0009912825,"domain_scores_codex":[0.9994136,0.0001872075,0.00003895342,0.00008243144,0.000201161,0.00007673357],"domain_scores_gemma":[0.9995646,0.0001524511,0.00005349099,0.00001745408,0.0001562707,0.00005572212],"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":[0.0003146117,0.0002090707,0.001663326,0.006833185,0.0002062487,0.0009079305,0.0001793955,0.002275146,0.01912131,0.0316213,0.06075396,0.8759145],"study_design_scores_gemma":[0.00008113305,0.0007966561,0.001433598,0.001726838,0.0001837759,0.003129428,0.000129289,0.003355213,0.01066798,0.01903318,0.9593877,0.00007528265],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002290882,0.9782326,0.007418213,0.005692419,0.001382745,0.00004522889,0.0001314923,0.0001437277,0.004662602],"genre_scores_gemma":[0.04456141,0.9294188,0.01054287,0.007616182,0.002656037,0.000110299,0.0005519817,0.00004379649,0.004498618],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002689992,"threshold_uncertainty_score":0.00899893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.398717694347953,"score_gpt":0.5616530948274054,"score_spread":0.1629354004794525,"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."}}